Warmstart + Mitiq + Error Mitigation + Optuna (IBM)

import sys
import os
sys.path.insert(0, os.path.abspath('../'))
sys.path.insert(0, os.path.abspath('../../'))

import qiskit
provider = qiskit.IBMQ.load_account()

import optuna
from qiskit import Aer
from qiskit.algorithms import QAOA
from qiskit_optimization.algorithms import MinimumEigenOptimizer
from qiskit_optimization.algorithms import WarmStartQAOAOptimizer, CobylaOptimizer
from qiskit.ignis.mitigation import CompleteMeasFitter

from shared.QiskitMaxcut import *
from shared.Mitiq_QAOA import *
from ibm.ibm_parameters import *

%matplotlib inline

print_parameters()

Optimizers: ['SPSA', 'QN-SPSA', 'COBYLA'] with MaxIter of 500
Number of shots: 8000
Repetitions: [ 1; 50 ]
Gamma value interval: [ -3.141592653589793; 3.141592653589793 ]
Beta value interval: [ 3.141592653589793;-3.141592653589793 ]
Number of Optuna Trials: 150
Noise Backend Name: ibmq_toronto

# ---- Define graph and MaxCut ----
graph = load_graph()
max_cut = Maxcut(graph)
max_cut_qubo = max_cut.to_qubo()
max_cut.draw()

def init_qaoa(optimizer, reps, init_parameters):
    quantum_instance = QuantumInstance(
                    backend=Aer.get_backend(DEFAULT_QASM_SIMULATOR),
                    shots=SHOTS,
                    measurement_error_mitigation_cls=CompleteMeasFitter,
                    measurement_error_mitigation_shots=SHOTS
    )

    # generate QAOA to get circuit
    pre_qaoa = QAOA(optimizer=COBYLA(maxiter=1, tol=0), quantum_instance=quantum_instance, reps=reps, initial_point=init_parameters)
    MinimumEigenOptimizer(pre_qaoa).solve(max_cut_qubo)

    circuit = pre_qaoa.get_optimal_circuit()
    circuit.measure_all()

    if optimizer == "QN-SPSA":
        fidelity = QNSPSA.get_fidelity(pre_qaoa.ansatz)
        optimizer = QNSPSA(fidelity, maxiter=MAX_ITER)

    mitiq_qaoa = Mitiq_QAOA(mitiq_circuit=circuit.copy(),
                            optimizer=optimizer,
                            quantum_instance=quantum_instance,
                            reps=reps,
                            initial_point=init_parameters)

    ws_qaoa = WarmStartQAOAOptimizer(pre_solver=CobylaOptimizer(), relax_for_pre_solver=True,
                                 qaoa=mitiq_qaoa)

    return ws_qaoa

def run(max_cut_problem, qaoa):
    # Run quantum algorithm QAOA
    result = qaoa.solve(max_cut_problem)
    optimal_parameters = qaoa._qaoa.optimal_params
    return result, optimal_parameters.copy()

def objective(trial):
    optimizer_name = trial.suggest_categorical("optimizer", optimizers.keys())
    reps = trial.suggest_int('reps', REPS_MIN, REPS_MAX)
    parameters = []
    for i in range(reps):
        parameters.append(trial.suggest_uniform(f'gamma_{i}', GAMMA_MIN, GAMMA_MAX))

    for i in range(reps):
        parameters.append(trial.suggest_uniform(f'beta_{i}', BETA_MIN, BETA_MAX))

    optimizer = optimizers[optimizer_name]

    qaoa = init_qaoa(optimizer, reps, parameters)

    result, optimal_parameters = run(max_cut_qubo, qaoa)

    mean, distribution = max_cut.analyse(result)

    trial.set_user_attr(key="best", value=[mean,result,optimal_parameters, optimizer_name])

    return mean

study = optuna.create_study(direction='minimize')
study.optimize(objective, n_trials=N_TRIALS, callbacks=[save_best_trial])

[I 2021-08-05 11:16:32,159] A new study created in memory with name: no-name-4ffa95e4-723d-4a2c-9d1d-7d1149485b16
[I 2021-08-05 11:42:45,734] Trial 0 finished with value: -22.421250191586058 and parameters: {'optimizer': 'SPSA', 'reps': 24, 'gamma_0': -0.697827403329653, 'gamma_1': 1.6433124555291725, 'gamma_2': -1.6364797498006864, 'gamma_3': 2.0863266974269346, 'gamma_4': -2.1889456912245278, 'gamma_5': -1.6980206904992101, 'gamma_6': -1.1804767169248658, 'gamma_7': -3.1220810777477674, 'gamma_8': 2.4478191214097116, 'gamma_9': 1.7537541185044274, 'gamma_10': -0.4670076236879135, 'gamma_11': 0.33449050831730975, 'gamma_12': 0.7420024747061831, 'gamma_13': -2.1030900015087526, 'gamma_14': 1.5185559187787367, 'gamma_15': -0.7472311845193058, 'gamma_16': -2.0925826725938226, 'gamma_17': -0.8045943051923858, 'gamma_18': 2.233553680163788, 'gamma_19': 0.9338700540357232, 'gamma_20': 1.3069972507518246, 'gamma_21': -2.3220428599764995, 'gamma_22': -0.23415354794112053, 'gamma_23': 1.2818266716066997, 'beta_0': -0.9149232418593187, 'beta_1': -2.3990420352146904, 'beta_2': -0.3669228717827835, 'beta_3': -0.8083198869252781, 'beta_4': -2.5450490685155205, 'beta_5': -0.4992103324202497, 'beta_6': 1.2489326545107655, 'beta_7': 1.344061760646719, 'beta_8': -1.9048997511333978, 'beta_9': 1.6276744650768515, 'beta_10': 1.808153310906511, 'beta_11': 0.9173684782576697, 'beta_12': -1.286847406269909, 'beta_13': -2.285455385222333, 'beta_14': 1.3919707505276167, 'beta_15': -0.8922209103817837, 'beta_16': 0.061969230160808575, 'beta_17': 2.276590472520038, 'beta_18': -2.5682598930079372, 'beta_19': -2.2354981414608153, 'beta_20': 1.3972417584216252, 'beta_21': 0.42297994269221784, 'beta_22': 0.4432590675284245, 'beta_23': -0.41931200117853473}. Best is trial 0 with value: -22.421250191586058.
[I 2021-08-05 12:10:58,893] Trial 1 finished with value: -29.60237522986689 and parameters: {'optimizer': 'QN-SPSA', 'reps': 15, 'gamma_0': -0.7377717124153311, 'gamma_1': 2.55302811439772, 'gamma_2': -0.022127086426634968, 'gamma_3': 1.008390821269173, 'gamma_4': 1.5584605759919308, 'gamma_5': 1.272241190058109, 'gamma_6': 0.1961500637045126, 'gamma_7': 0.012514218545132128, 'gamma_8': 1.5545997406739271, 'gamma_9': -1.5742949908314667, 'gamma_10': -2.188418652448508, 'gamma_11': 0.3755932004459588, 'gamma_12': -0.7187084852819057, 'gamma_13': 1.2668474111719599, 'gamma_14': 2.508583366187276, 'beta_0': 3.10522682528053, 'beta_1': -0.7004748918497063, 'beta_2': -1.5456182778387997, 'beta_3': -1.9298179561272069, 'beta_4': 2.9057731673542015, 'beta_5': -2.0894926509284706, 'beta_6': -2.4696520634503365, 'beta_7': 0.9144092311674674, 'beta_8': -2.5397274078470637, 'beta_9': -2.982393089908473, 'beta_10': 2.8674529074600246, 'beta_11': 2.8962451990569527, 'beta_12': -2.9226141869416162, 'beta_13': 2.3972915749337673, 'beta_14': 2.9026084541396022}. Best is trial 1 with value: -29.60237522986689.
[I 2021-08-05 12:16:44,887] Trial 2 finished with value: -28.84475031162212 and parameters: {'optimizer': 'COBYLA', 'reps': 16, 'gamma_0': 2.7169684968259915, 'gamma_1': -2.699216999224879, 'gamma_2': 3.0253545119195424, 'gamma_3': 1.4786285491098585, 'gamma_4': 0.29624798182743195, 'gamma_5': -1.9887932876214578, 'gamma_6': 0.842160521115475, 'gamma_7': 2.276598518340365, 'gamma_8': 0.8193103877880556, 'gamma_9': 3.0686299904449488, 'gamma_10': 0.19745063805869378, 'gamma_11': 1.1962192475349331, 'gamma_12': 1.765777172996911, 'gamma_13': 2.989272687872824, 'gamma_14': 1.5532640512564635, 'gamma_15': 2.3794903290274556, 'beta_0': -0.4722160250756784, 'beta_1': 0.15813870000678643, 'beta_2': 1.0632559759543723, 'beta_3': 2.6912950056553226, 'beta_4': -1.451897706620752, 'beta_5': -1.6231836804015123, 'beta_6': 2.807461353061252, 'beta_7': 1.883182674168209, 'beta_8': 1.9517559402230447, 'beta_9': 2.683574370569235, 'beta_10': 1.201292092920534, 'beta_11': -2.5841515214777293, 'beta_12': 1.261342864946351, 'beta_13': -0.2681146954802962, 'beta_14': 2.383720928811517, 'beta_15': -0.7100304989914963}. Best is trial 1 with value: -29.60237522986689.
[I 2021-08-05 13:27:04,493] Trial 3 finished with value: -24.211249946305596 and parameters: {'optimizer': 'QN-SPSA', 'reps': 40, 'gamma_0': 0.08715320652504088, 'gamma_1': 2.999846588337726, 'gamma_2': -0.461882921016584, 'gamma_3': -3.0418490640919034, 'gamma_4': -1.0887205259675605, 'gamma_5': 0.6422289862447528, 'gamma_6': -2.945928615432879, 'gamma_7': -2.1695456950928405, 'gamma_8': -2.8046897551892407, 'gamma_9': 1.00890154328708, 'gamma_10': -0.5928794482495587, 'gamma_11': 1.748613944619211, 'gamma_12': -0.6056780435723059, 'gamma_13': 1.9310654124488993, 'gamma_14': -0.22720829235084006, 'gamma_15': 1.375860684661796, 'gamma_16': 0.8988844014831505, 'gamma_17': 2.8032373677864655, 'gamma_18': 3.1246886390644333, 'gamma_19': -2.9835717414657688, 'gamma_20': 1.6612310599939502, 'gamma_21': -3.1067099123129682, 'gamma_22': -2.6233588439726017, 'gamma_23': 0.36965501988441973, 'gamma_24': -0.002894950196763002, 'gamma_25': 1.7364391495983034, 'gamma_26': -2.4357467456763437, 'gamma_27': -0.22485257983475826, 'gamma_28': -3.0507446450956484, 'gamma_29': -1.2449361602525282, 'gamma_30': 1.9719121397722787, 'gamma_31': 0.6883286060729339, 'gamma_32': 0.7978015379905572, 'gamma_33': -3.0585571364198554, 'gamma_34': 1.6223868492477465, 'gamma_35': 2.5953756073321976, 'gamma_36': 0.268862009481984, 'gamma_37': 1.1500399407144757, 'gamma_38': 0.37291596402731075, 'gamma_39': -1.7325098040685167, 'beta_0': 0.12139718770582286, 'beta_1': -0.3429847958996892, 'beta_2': -2.4528912470606645, 'beta_3': 2.6240503405541054, 'beta_4': -1.5069856367791976, 'beta_5': 0.658905404030337, 'beta_6': -2.7983989223970016, 'beta_7': -0.43557287075499307, 'beta_8': -0.9106463266875671, 'beta_9': -0.28509575844216073, 'beta_10': 2.9245497031721976, 'beta_11': -0.18880986761507135, 'beta_12': 2.1812387456482307, 'beta_13': 2.0230318382077765, 'beta_14': -1.9131537846345017, 'beta_15': 2.526960074310483, 'beta_16': -0.05510218913030629, 'beta_17': 2.0873695838393296, 'beta_18': 0.5480167234756852, 'beta_19': 1.7676233008696416, 'beta_20': 2.856360889134124, 'beta_21': 2.9717396308821247, 'beta_22': -0.4616798848770083, 'beta_23': -1.243429445898808, 'beta_24': -2.6922912708143674, 'beta_25': 1.9007952294683257, 'beta_26': 1.2274439422846175, 'beta_27': -0.13449483805596074, 'beta_28': -2.545898017433941, 'beta_29': 1.1245497432519116, 'beta_30': 1.4940157781798025, 'beta_31': -0.9582640363135932, 'beta_32': -2.170276426768215, 'beta_33': 1.283343958540172, 'beta_34': -0.6531045631939811, 'beta_35': 2.802059482625241, 'beta_36': 0.007002646215013453, 'beta_37': 2.7255451235741583, 'beta_38': -1.6845084183935615, 'beta_39': -1.5269960756074095}. Best is trial 1 with value: -29.60237522986689.
[I 2021-08-05 13:45:20,688] Trial 4 finished with value: -26.932250208736814 and parameters: {'optimizer': 'SPSA', 'reps': 17, 'gamma_0': 1.8141633144481712, 'gamma_1': 0.7260042331617846, 'gamma_2': -0.8669772536372986, 'gamma_3': -0.9881854758760151, 'gamma_4': 2.7744775402857798, 'gamma_5': 2.701457195642732, 'gamma_6': -1.2420359633411129, 'gamma_7': 0.17100009495867852, 'gamma_8': -0.65015124444718, 'gamma_9': 1.738521420574477, 'gamma_10': 1.0905382122521754, 'gamma_11': -2.5100731819992013, 'gamma_12': 2.93324942435639, 'gamma_13': -0.22473541059549573, 'gamma_14': -1.9354355211807197, 'gamma_15': -0.6028375787714437, 'gamma_16': -0.899345539721808, 'beta_0': 0.8862900297733614, 'beta_1': 0.6735058512037018, 'beta_2': 0.869960374199187, 'beta_3': 0.3551533667931235, 'beta_4': 2.6547885382223795, 'beta_5': -2.6731209632243496, 'beta_6': 1.7409225120628387, 'beta_7': -1.2825565611625138, 'beta_8': 2.012911271156405, 'beta_9': -1.9724379819905433, 'beta_10': 1.1501427645317106, 'beta_11': -1.7203680795040337, 'beta_12': -2.018621987961348, 'beta_13': 2.919940521554052, 'beta_14': 0.6338329227914254, 'beta_15': 0.18431939027544786, 'beta_16': 0.6928146595359119}. Best is trial 1 with value: -29.60237522986689.
[I 2021-08-05 14:29:33,207] Trial 5 finished with value: -28.08399980731418 and parameters: {'optimizer': 'QN-SPSA', 'reps': 25, 'gamma_0': -0.3015832079430907, 'gamma_1': -0.19832748854347626, 'gamma_2': -0.20289105681873654, 'gamma_3': -1.9885609752319389, 'gamma_4': -1.7814727274202886, 'gamma_5': -2.401874004685384, 'gamma_6': -0.2439817917212186, 'gamma_7': 1.8526835087262699, 'gamma_8': 1.5071279549537007, 'gamma_9': 1.2576388405655639, 'gamma_10': -0.4719625635245075, 'gamma_11': 0.3801555649644799, 'gamma_12': 3.038398085991653, 'gamma_13': -2.938624266632199, 'gamma_14': -1.1627115501161998, 'gamma_15': 1.7627608243166808, 'gamma_16': -1.5799577981117814, 'gamma_17': -1.5410558115705597, 'gamma_18': -0.4737237469923228, 'gamma_19': -2.154310218246537, 'gamma_20': 2.7648151573830306, 'gamma_21': -1.744259111961257, 'gamma_22': 2.8422731132266055, 'gamma_23': -0.7687236238428676, 'gamma_24': 2.8534876715405417, 'beta_0': 0.8292859522755025, 'beta_1': 0.73634000984433, 'beta_2': -2.109946403985486, 'beta_3': -2.400819255314197, 'beta_4': 2.101621030706047, 'beta_5': -2.382377085647928, 'beta_6': -0.20420250727799916, 'beta_7': 1.575465232651017, 'beta_8': 0.3700326182379934, 'beta_9': 0.334799457389964, 'beta_10': -1.0840234086103706, 'beta_11': -0.4118994452904303, 'beta_12': -0.17913845411912632, 'beta_13': -1.030700705524347, 'beta_14': -1.0889510639376052, 'beta_15': 2.3658107279963287, 'beta_16': 1.7594597629602324, 'beta_17': -2.396888516246163, 'beta_18': 1.9953480522264266, 'beta_19': -1.069818489445968, 'beta_20': -2.15953085745094, 'beta_21': -1.5873881785436106, 'beta_22': -0.05627958662286936, 'beta_23': 1.656137043076784, 'beta_24': 2.8268176940012033}. Best is trial 1 with value: -29.60237522986689.
[I 2021-08-05 14:37:28,686] Trial 6 finished with value: -29.21562507734165 and parameters: {'optimizer': 'QN-SPSA', 'reps': 2, 'gamma_0': -2.8519628536122, 'gamma_1': -2.8403815584230094, 'beta_0': 0.7998984327977974, 'beta_1': -2.5519533072918406}. Best is trial 1 with value: -29.60237522986689.
[I 2021-08-05 14:53:32,913] Trial 7 finished with value: -31.231249971806566 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': -2.8195023668421735, 'gamma_1': -0.10845688677268095, 'gamma_2': -1.8244705327901434, 'gamma_3': 1.1111738699704405, 'gamma_4': 0.8620262422562703, 'gamma_5': -0.7773811312787045, 'gamma_6': 0.2969753165758502, 'gamma_7': 2.290859623667415, 'gamma_8': -2.6879715686748056, 'gamma_9': 1.8600917505154957, 'gamma_10': -1.6150677177997406, 'gamma_11': 2.063654417221038, 'gamma_12': 2.0627329050177616, 'gamma_13': -1.6996518076293414, 'gamma_14': 1.6320554945610466, 'gamma_15': -0.9708905754884922, 'gamma_16': 0.26960434300579683, 'gamma_17': -2.767401799185458, 'gamma_18': -0.9357470328274391, 'gamma_19': 2.1583249194826815, 'gamma_20': 2.3817124585964544, 'gamma_21': -1.9382158500733055, 'gamma_22': 0.31560577422174463, 'gamma_23': 1.5186879375531097, 'gamma_24': -0.6889963889294224, 'gamma_25': 2.893302756716847, 'gamma_26': -2.0325992190067383, 'gamma_27': -2.175371286685705, 'gamma_28': 2.8646957815652296, 'gamma_29': 0.715220004473565, 'gamma_30': -1.5509228936738488, 'gamma_31': 2.09451319862685, 'gamma_32': 0.37368648116760506, 'beta_0': -2.9083718644554417, 'beta_1': -3.0025738297813898, 'beta_2': 1.5380261097056973, 'beta_3': 2.2766162934793064, 'beta_4': 0.6847732967887006, 'beta_5': -0.689821746481877, 'beta_6': -0.6686088560827632, 'beta_7': -0.5890124683083084, 'beta_8': 1.4633683982350263, 'beta_9': -1.3646463898713874, 'beta_10': 1.1544045349213858, 'beta_11': -0.7583473308352349, 'beta_12': -0.4491153080906387, 'beta_13': -2.905444349016692, 'beta_14': 2.8227896127180934, 'beta_15': -1.158764597667923, 'beta_16': 1.505138794409401, 'beta_17': -1.7389812289259317, 'beta_18': -0.5295385403571271, 'beta_19': 2.966512799961004, 'beta_20': 0.4269026165919656, 'beta_21': -0.011334542657307711, 'beta_22': 0.3721807252824232, 'beta_23': 2.148829626711584, 'beta_24': 2.6414080689076, 'beta_25': -2.7862039695643, 'beta_26': -0.8307898862828473, 'beta_27': 0.7655065500081659, 'beta_28': 1.9292896412868217, 'beta_29': -2.6731035004795776, 'beta_30': -1.1220517225649407, 'beta_31': 1.1435166531194225, 'beta_32': -3.1013697261794038}. Best is trial 7 with value: -31.231249971806566.
[I 2021-08-05 15:29:44,021] Trial 8 finished with value: -28.29749910484155 and parameters: {'optimizer': 'QN-SPSA', 'reps': 20, 'gamma_0': 2.135837620062307, 'gamma_1': -1.7679211697398163, 'gamma_2': -1.398344680338368, 'gamma_3': -0.5111127673455078, 'gamma_4': -1.301418381652126, 'gamma_5': 1.342053623717021, 'gamma_6': -2.1831838793941256, 'gamma_7': -1.529000711525479, 'gamma_8': 1.9540958949039116, 'gamma_9': 1.1606647734874382, 'gamma_10': -0.044990630803492415, 'gamma_11': -0.3898964991529015, 'gamma_12': -1.383213631674192, 'gamma_13': -2.589689205574757, 'gamma_14': 1.3332280379719892, 'gamma_15': 0.6857135088816908, 'gamma_16': -0.657625994089241, 'gamma_17': -2.548416093998094, 'gamma_18': -2.2103292692465173, 'gamma_19': -3.0593357213050534, 'beta_0': -1.4139906682203656, 'beta_1': 1.8803483579855786, 'beta_2': 1.9925843317086152, 'beta_3': 1.1846151804315648, 'beta_4': -2.198513485981702, 'beta_5': 2.785288845506133, 'beta_6': 2.1357502873034715, 'beta_7': -0.5324169998167845, 'beta_8': -0.12680500998297406, 'beta_9': 1.9594247983495539, 'beta_10': 1.9871984424831428, 'beta_11': -1.9523147875712288, 'beta_12': 1.9236342404885232, 'beta_13': 0.3634291258351894, 'beta_14': -1.0701064331376928, 'beta_15': 2.8832970037824364, 'beta_16': 1.0224009340906894, 'beta_17': 2.8348028125112865, 'beta_18': -0.1844916353808208, 'beta_19': -1.9704265845174629}. Best is trial 7 with value: -31.231249971806566.
[I 2021-08-05 16:15:47,038] Trial 9 finished with value: -20.925124907919937 and parameters: {'optimizer': 'SPSA', 'reps': 47, 'gamma_0': -2.423524101701221, 'gamma_1': 3.0895972595442176, 'gamma_2': -2.823705558095736, 'gamma_3': -2.0086971338306716, 'gamma_4': -3.0252563525428937, 'gamma_5': -2.3669331356895835, 'gamma_6': 1.1888844682512234, 'gamma_7': -0.5789462448162745, 'gamma_8': -1.0161417624497613, 'gamma_9': 1.4458082291842453, 'gamma_10': -0.987950808358049, 'gamma_11': 1.5010972308588828, 'gamma_12': 2.0603501432765157, 'gamma_13': 1.9811764893057076, 'gamma_14': -1.5099051997602055, 'gamma_15': 0.7510991516289862, 'gamma_16': 0.44997503450569587, 'gamma_17': -1.7041943873935785, 'gamma_18': -2.554485595881635, 'gamma_19': 0.5780481369098247, 'gamma_20': 2.7478897475476574, 'gamma_21': 3.1050772740693047, 'gamma_22': 0.3555153364583905, 'gamma_23': -2.996608689584629, 'gamma_24': 1.0166184698028706, 'gamma_25': -0.08591205849194106, 'gamma_26': -0.5262153518776991, 'gamma_27': 0.9051035197916972, 'gamma_28': 0.23281489562698976, 'gamma_29': 1.4829953528660615, 'gamma_30': -0.27495330782631155, 'gamma_31': 1.5895900588452267, 'gamma_32': -2.23629973314347, 'gamma_33': -1.371936732238649, 'gamma_34': -1.4912480337702607, 'gamma_35': 0.6475226327406185, 'gamma_36': 0.19004556066838596, 'gamma_37': 1.5570786441690565, 'gamma_38': 1.3506911608555727, 'gamma_39': 2.4907054160175734, 'gamma_40': -1.555632786128436, 'gamma_41': -1.7918964784942375, 'gamma_42': -2.2818649879251924, 'gamma_43': 1.1932486280835262, 'gamma_44': -2.2525368976314595, 'gamma_45': 2.650923686531957, 'gamma_46': -2.111064989070199, 'beta_0': 1.20268018305618, 'beta_1': -1.719508129649034, 'beta_2': -0.9856469651355817, 'beta_3': -2.68760741466413, 'beta_4': 0.3083822742374682, 'beta_5': -2.778898031246255, 'beta_6': 0.07449269223251065, 'beta_7': -1.9172969540747908, 'beta_8': -2.1686919549492187, 'beta_9': 1.6207941953723637, 'beta_10': -0.2949837366057362, 'beta_11': -2.4833877196412413, 'beta_12': 0.006637396765403203, 'beta_13': 2.662754890837377, 'beta_14': 0.9836740835295883, 'beta_15': -2.3805944285980964, 'beta_16': -0.18980851583659852, 'beta_17': -1.6504836944327597, 'beta_18': -1.6499187166693334, 'beta_19': 0.17205109978308863, 'beta_20': 1.1935672017849877, 'beta_21': 2.1815415569579706, 'beta_22': -0.09564664587679816, 'beta_23': -0.7894610029337947, 'beta_24': -1.0970535578551002, 'beta_25': 3.1167171958818916, 'beta_26': 0.779774649027333, 'beta_27': 0.9256778198103337, 'beta_28': 2.3603284105324693, 'beta_29': 1.8951668252748473, 'beta_30': -1.9827611330684254, 'beta_31': -0.22130244831948032, 'beta_32': 1.721567274337234, 'beta_33': 1.038890480786077, 'beta_34': -1.3816047371721567, 'beta_35': 2.8278751618138225, 'beta_36': -3.006194116788712, 'beta_37': 2.639652174974488, 'beta_38': -2.7440926720691143, 'beta_39': 0.04159220113425066, 'beta_40': 1.9325690553045147, 'beta_41': 1.5779134780711308, 'beta_42': -2.9218437347708552, 'beta_43': 0.13374963325874756, 'beta_44': -0.23451293320962652, 'beta_45': 2.661793165864327, 'beta_46': 2.8873286433028484}. Best is trial 7 with value: -31.231249971806566.
[I 2021-08-05 16:33:25,520] Trial 10 finished with value: -32.11137479169767 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': -1.9827631620528792, 'gamma_1': -0.8114313563594114, 'gamma_2': 1.6505226952002587, 'gamma_3': 2.8640766295822213, 'gamma_4': 0.7579330602769148, 'gamma_5': -0.6761367196886267, 'gamma_6': 2.998547405627545, 'gamma_7': 3.097119772572134, 'gamma_8': -3.1362061319806136, 'gamma_9': -0.9559652005350743, 'gamma_10': -3.0804295474309127, 'gamma_11': 3.0150846458819958, 'gamma_12': -2.370407966352658, 'gamma_13': -1.0270746647039841, 'gamma_14': 3.0509175274857174, 'gamma_15': -2.966424187948313, 'gamma_16': 3.1256746790767727, 'gamma_17': 1.2853517672218544, 'gamma_18': 0.2421586105201594, 'gamma_19': 3.0290531058538064, 'gamma_20': -2.315208632418832, 'gamma_21': 0.7088762605666739, 'gamma_22': 0.5928836548271442, 'gamma_23': 3.072581591915856, 'gamma_24': -3.089081527113915, 'gamma_25': 2.919177999393381, 'gamma_26': -3.0687744449182244, 'gamma_27': -2.8158819946354856, 'gamma_28': 3.0479644800823653, 'gamma_29': 2.6776332238380993, 'gamma_30': -2.6645978368467134, 'gamma_31': -2.7348538296302816, 'gamma_32': 2.6688444842413968, 'gamma_33': 2.6503293531424825, 'gamma_34': -2.8645264499030993, 'gamma_35': -2.4426991723210034, 'beta_0': -3.097192051575668, 'beta_1': 2.788033844712736, 'beta_2': 3.126750175740641, 'beta_3': 1.5883105209537964, 'beta_4': 0.46967275778450246, 'beta_5': 0.9261608616096411, 'beta_6': -1.3552609090972796, 'beta_7': 2.885740404829577, 'beta_8': 3.06851421920035, 'beta_9': -1.4350934006750493, 'beta_10': -2.997663469561657, 'beta_11': 1.4364607865858177, 'beta_12': 0.25686224394838925, 'beta_13': -3.0987801712614425, 'beta_14': 2.9336454389558195, 'beta_15': -2.5261227550206256, 'beta_16': -2.9969494653549034, 'beta_17': -1.0149622437976449, 'beta_18': -0.44607806984467124, 'beta_19': 3.0045542621111774, 'beta_20': -1.3544610694012165, 'beta_21': -3.112014876302734, 'beta_22': 2.7725253937015832, 'beta_23': 2.6769473800099206, 'beta_24': 3.0544211079826264, 'beta_25': -2.990981983524019, 'beta_26': -2.5557371026039086, 'beta_27': -3.122514943526959, 'beta_28': 2.260230232734996, 'beta_29': -3.12501104816664, 'beta_30': -1.6684012193792923, 'beta_31': 2.9183503460540723, 'beta_32': -3.0346317986321294, 'beta_33': -2.639712271113401, 'beta_34': 3.0142981098119566, 'beta_35': -3.0124337302358537}. Best is trial 10 with value: -32.11137479169767.
[I 2021-08-05 16:50:18,652] Trial 11 finished with value: -30.70749708172358 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': -1.969551063273406, 'gamma_1': -0.7893800035888757, 'gamma_2': 1.656909975870687, 'gamma_3': 3.1338706560311187, 'gamma_4': 0.6516572679117262, 'gamma_5': -0.7513519028581858, 'gamma_6': 3.0319373907219838, 'gamma_7': 2.9457798892970266, 'gamma_8': -2.973225814595274, 'gamma_9': -1.266977627932084, 'gamma_10': -3.07469089375053, 'gamma_11': 2.770541542193259, 'gamma_12': -3.0691850023418743, 'gamma_13': -1.0272745711531852, 'gamma_14': 3.067220033553045, 'gamma_15': -2.8947417165635843, 'gamma_16': 2.789865889990062, 'gamma_17': 1.6683175988130916, 'gamma_18': 0.2912122393970846, 'gamma_19': 3.1226115521428515, 'gamma_20': -2.8951538874528904, 'gamma_21': 1.0288165058429202, 'gamma_22': 0.3867098642589551, 'gamma_23': 3.0889744437231705, 'gamma_24': -2.9788016088119766, 'gamma_25': 2.819236322143033, 'gamma_26': -2.8800992574402198, 'gamma_27': -3.1335247148172947, 'gamma_28': 2.8941421622108425, 'gamma_29': 2.4287807092621536, 'gamma_30': -2.98851233807365, 'gamma_31': -2.860666583898625, 'gamma_32': 3.133491942315839, 'gamma_33': 2.3173190147709173, 'gamma_34': -2.8435933333480303, 'beta_0': -2.8107791412986884, 'beta_1': 2.774462419058334, 'beta_2': 3.0838500987551005, 'beta_3': 1.6391618192718418, 'beta_4': 0.6458866799970101, 'beta_5': 1.2714187824469412, 'beta_6': -1.3109743769810311, 'beta_7': -2.9205016682984515, 'beta_8': 3.031487070100048, 'beta_9': -1.5460223271086977, 'beta_10': -3.1360705979535393, 'beta_11': 2.0154894137608337, 'beta_12': 0.2604823785606352, 'beta_13': -3.052262701556138, 'beta_14': 2.9431548432229584, 'beta_15': -2.9362369302421354, 'beta_16': -3.085152292228656, 'beta_17': -0.4913476017936057, 'beta_18': -0.8674007987681017, 'beta_19': 2.558469703739817, 'beta_20': -1.548576518640552, 'beta_21': -2.8390431313336, 'beta_22': 3.1026560946350044, 'beta_23': 2.9685760089466244, 'beta_24': 2.904637400854221, 'beta_25': -3.0332097774543096, 'beta_26': -3.1273999672624027, 'beta_27': -2.434438631136736, 'beta_28': 2.390625290868165, 'beta_29': -3.04377894584581, 'beta_30': -1.6659090040436357, 'beta_31': 3.1358404170328305, 'beta_32': -3.1071180019453744, 'beta_33': -3.046863859246219, 'beta_34': 2.7822387162053994}. Best is trial 10 with value: -32.11137479169767.
[I 2021-08-05 17:07:50,169] Trial 12 finished with value: -31.123375919590284 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': -1.7008002672979512, 'gamma_1': -1.0791456738277545, 'gamma_2': 1.4263236959855075, 'gamma_3': 3.094154103620501, 'gamma_4': 1.7365448828099477, 'gamma_5': -0.5951887140010498, 'gamma_6': 2.844602477728627, 'gamma_7': 1.389633016389716, 'gamma_8': -1.9928872406738685, 'gamma_9': -2.806708996835788, 'gamma_10': -2.2821848212086993, 'gamma_11': 3.115922117618509, 'gamma_12': -3.1142224267637117, 'gamma_13': -1.2972237416558534, 'gamma_14': 3.11344863071892, 'gamma_15': -2.737972632413961, 'gamma_16': 2.9195095189903335, 'gamma_17': 0.976088135965886, 'gamma_18': 0.09236374432409344, 'gamma_19': 3.1047288080972035, 'gamma_20': -2.2553154691826824, 'gamma_21': 0.19566191341176406, 'gamma_22': 1.8427320482252914, 'gamma_23': 2.925093014363863, 'gamma_24': -3.0833509030643214, 'gamma_25': -2.984151441655513, 'gamma_26': -2.9125163192767, 'gamma_27': -3.124167681131679, 'gamma_28': 2.6715888878078267, 'gamma_29': 0.6265647334443564, 'gamma_30': -2.4456823698385053, 'gamma_31': -2.9031463178765327, 'gamma_32': 2.062264085154048, 'gamma_33': 3.0808035842237813, 'gamma_34': -2.9347033074458717, 'gamma_35': -2.9269543831130616, 'beta_0': -3.0940241411263023, 'beta_1': 3.0070555962940455, 'beta_2': 2.932747337047472, 'beta_3': 1.7234347354081236, 'beta_4': 1.319537190176383, 'beta_5': -0.5675249641485338, 'beta_6': -1.3764314554613073, 'beta_7': 3.0858216084508663, 'beta_8': 2.9283589649694513, 'beta_9': -1.083297401389813, 'beta_10': -3.0936631644232238, 'beta_11': 1.1514138707116954, 'beta_12': -0.8766287302585006, 'beta_13': -2.9960922960473364, 'beta_14': 1.904254376704055, 'beta_15': -1.8587778507048558, 'beta_16': 3.1212019376201803, 'beta_17': -0.600982103149883, 'beta_18': 1.2297705592595995, 'beta_19': 2.942241281085016, 'beta_20': -0.5422257102243785, 'beta_21': -0.2948073370336628, 'beta_22': 2.9163821429290357, 'beta_23': 3.1177413299121586, 'beta_24': 1.513112788151441, 'beta_25': -3.0532906174838703, 'beta_26': -2.400544937255977, 'beta_27': 2.642576674305613, 'beta_28': 1.1043835523300831, 'beta_29': -2.771716076599943, 'beta_30': -0.5527502574237759, 'beta_31': 2.9663113534777317, 'beta_32': -3.0147408923210364, 'beta_33': -3.1236004178586563, 'beta_34': 3.1189223399733397, 'beta_35': -2.800472035903615}. Best is trial 10 with value: -32.11137479169767.
[I 2021-08-05 17:30:53,948] Trial 13 finished with value: -31.926501108271964 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': -3.117354618209217, 'gamma_1': 0.682231444608803, 'gamma_2': 1.2445258568899444, 'gamma_3': 0.6874082358750391, 'gamma_4': 1.292847157875574, 'gamma_5': -1.0226074268836625, 'gamma_6': 1.8897445292943735, 'gamma_7': 2.9724640917886864, 'gamma_8': -1.9387814524305382, 'gamma_9': -0.29451046168054607, 'gamma_10': -3.1169476488218475, 'gamma_11': 3.1366333604901726, 'gamma_12': -1.9878722160100937, 'gamma_13': 0.15354145967561816, 'gamma_14': 0.4551680679386916, 'gamma_15': -2.092334066997216, 'gamma_16': 1.6434579885583456, 'gamma_17': 0.5931898369730227, 'gamma_18': -1.1011189070552323, 'gamma_19': 1.9970334311921063, 'gamma_20': -0.6070419647872454, 'gamma_21': 1.7533666646597386, 'gamma_22': -1.10506413467946, 'gamma_23': 1.8992466664231022, 'gamma_24': -1.0470064389583542, 'gamma_25': 3.008188925427573, 'gamma_26': 2.748122170827711, 'gamma_27': -1.5497610855368529, 'gamma_28': 2.8570466399887087, 'gamma_29': 2.8909071136558575, 'gamma_30': -1.2476806079845069, 'gamma_31': 3.120573771964368, 'gamma_32': -1.236673848551551, 'gamma_33': 1.032750366943229, 'gamma_34': 0.16501783143274018, 'gamma_35': -2.976045738878836, 'gamma_36': -3.059699806274665, 'gamma_37': -2.5596327164890913, 'gamma_38': -2.8009772584298407, 'gamma_39': 2.522257661372335, 'gamma_40': 3.1399430194401146, 'gamma_41': 3.0859806496393247, 'gamma_42': 2.4616161068172815, 'gamma_43': -3.113607769328761, 'gamma_44': 2.990359744350159, 'gamma_45': -2.8822959851226817, 'beta_0': -2.1501702177199724, 'beta_1': 1.8441371415157248, 'beta_2': 2.1847121562480667, 'beta_3': 2.956024730167983, 'beta_4': -0.5814092392670145, 'beta_5': 1.9687983264119062, 'beta_6': -1.1327025790202712, 'beta_7': 3.1071727554159865, 'beta_8': 1.6116066089670722, 'beta_9': -3.1178907648637435, 'beta_10': -1.853342176398131, 'beta_11': -1.134193390468295, 'beta_12': 0.8147340855105065, 'beta_13': -1.9010942280510814, 'beta_14': 3.098077575746595, 'beta_15': 0.9847826265865748, 'beta_16': -3.0857999487170176, 'beta_17': -3.062737402164457, 'beta_18': -1.221273545837429, 'beta_19': 1.145803521700184, 'beta_20': -0.3816685130066355, 'beta_21': -3.0857714728836805, 'beta_22': -3.0978947826663825, 'beta_23': 1.4812477334077359, 'beta_24': 1.6205394654043217, 'beta_25': -1.3072187230893244, 'beta_26': -1.3632621328861612, 'beta_27': -3.0058680682784154, 'beta_28': 3.1388140054759313, 'beta_29': -1.4346666834404345, 'beta_30': -3.139066133109413, 'beta_31': 1.685557988598809, 'beta_32': -0.8209897586061161, 'beta_33': -1.162937776246188, 'beta_34': 1.3600162681125412, 'beta_35': -2.916516464527329, 'beta_36': 2.533681900299721, 'beta_37': -3.0167764749710395, 'beta_38': 2.830464153278561, 'beta_39': 2.9462259395266406, 'beta_40': -2.7398687040246505, 'beta_41': -2.692797931192994, 'beta_42': 3.1202653612487277, 'beta_43': -2.881198620274402, 'beta_44': 2.670866909512699, 'beta_45': -2.6666798435089842}. Best is trial 10 with value: -32.11137479169767.
[I 2021-08-05 17:54:13,033] Trial 14 finished with value: -32.09037436157353 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': -1.481198837962162, 'gamma_1': 1.0590498508584805, 'gamma_2': 1.2785193869441487, 'gamma_3': 0.3082218847910633, 'gamma_4': 2.426281946432622, 'gamma_5': -3.1208095611681785, 'gamma_6': 1.9935943318188292, 'gamma_7': 3.090050422175249, 'gamma_8': -1.6586709703570133, 'gamma_9': -0.5399235117705286, 'gamma_10': -2.7896034350367045, 'gamma_11': -1.285116621380089, 'gamma_12': -2.161088980324514, 'gamma_13': 0.24688038813840074, 'gamma_14': -3.105387294010175, 'gamma_15': -1.7332674863621667, 'gamma_16': 1.7933838310686374, 'gamma_17': 0.6187843893514263, 'gamma_18': 1.3112391985509166, 'gamma_19': 1.8453171706809166, 'gamma_20': -1.076242053308871, 'gamma_21': 2.09352523967542, 'gamma_22': -1.787880028294469, 'gamma_23': 3.1344645008702687, 'gamma_24': -1.7522399607426797, 'gamma_25': 0.7847414862345903, 'gamma_26': 3.115983574226004, 'gamma_27': -1.2035555775357434, 'gamma_28': 0.8402703176041455, 'gamma_29': 3.1351372105935806, 'gamma_30': -0.9835767024986752, 'gamma_31': -1.0360253273524866, 'gamma_32': -2.0402620887527156, 'gamma_33': 1.1279767906647926, 'gamma_34': 0.34267788445995967, 'gamma_35': -3.0666713473937928, 'gamma_36': -2.919987431940199, 'gamma_37': -3.0262880956939595, 'gamma_38': -3.090160768546755, 'gamma_39': 2.888862114034802, 'gamma_40': 3.1139287911224147, 'gamma_41': 2.9503031289909942, 'gamma_42': 3.0204637212324927, 'gamma_43': -3.059667090767119, 'gamma_44': 2.881002294509204, 'gamma_45': -3.1056004804131163, 'gamma_46': 2.569950238470726, 'gamma_47': -3.0747959761979096, 'gamma_48': 0.39538954063739445, 'gamma_49': -2.1914630169267686, 'beta_0': -1.9525117721379937, 'beta_1': 1.9267092409759916, 'beta_2': 2.460026862805632, 'beta_3': 0.5038753477305467, 'beta_4': -0.5721818061169873, 'beta_5': 2.519709781137351, 'beta_6': -1.8826734289578848, 'beta_7': 3.0567308205703925, 'beta_8': 0.9205586003403682, 'beta_9': -3.1353043543497865, 'beta_10': -1.7876741640932454, 'beta_11': 0.8120540161213039, 'beta_12': 0.9693697919750239, 'beta_13': -1.7884579711026283, 'beta_14': 0.012700738810557777, 'beta_15': 0.5180441909270649, 'beta_16': -3.075540196043479, 'beta_17': -3.1406417324855243, 'beta_18': -2.115952277998321, 'beta_19': 1.1123563925039694, 'beta_20': -3.0443635894567533, 'beta_21': -2.9478980132961916, 'beta_22': -2.7096900421144974, 'beta_23': 0.9625902757318573, 'beta_24': 0.9033271064041495, 'beta_25': -0.7779398972896637, 'beta_26': -1.424876715373713, 'beta_27': -2.7321742981203725, 'beta_28': -0.7208995045009454, 'beta_29': -0.8427407225445549, 'beta_30': -3.0335934090875334, 'beta_31': 1.6823730420732512, 'beta_32': -0.4648372409950508, 'beta_33': -1.2346689419727461, 'beta_34': 1.3691088632399195, 'beta_35': -3.1103839895904377, 'beta_36': 3.0141097628636557, 'beta_37': -2.99121272088365, 'beta_38': 2.9969758620718365, 'beta_39': 3.1342414543017676, 'beta_40': -3.0429872584271447, 'beta_41': -2.8788563802011056, 'beta_42': 2.6534225648402776, 'beta_43': -2.8449237438622332, 'beta_44': 3.0720706836663947, 'beta_45': -2.8232825149775103, 'beta_46': -2.863686868126347, 'beta_47': -2.9949781715493162, 'beta_48': 0.3973984811019564, 'beta_49': 1.8763436472734356}. Best is trial 10 with value: -32.11137479169767.
[I 2021-08-05 18:16:49,885] Trial 15 finished with value: -31.136874870578087 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': -1.385933782339717, 'gamma_1': 1.522755819567038, 'gamma_2': 2.6540901809303055, 'gamma_3': 2.5456580238518836, 'gamma_4': 2.5084924301981353, 'gamma_5': 3.0157481605937053, 'gamma_6': 2.1631518083158996, 'gamma_7': 0.9340804792227222, 'gamma_8': -1.0020021876263978, 'gamma_9': -0.8061449316219061, 'gamma_10': 3.097771067044219, 'gamma_11': -1.780059310751643, 'gamma_12': -2.2449715240198094, 'gamma_13': 0.07885126288604406, 'gamma_14': -3.057711497313919, 'gamma_15': -1.8246307638772292, 'gamma_16': 1.8770428380528859, 'gamma_17': 2.473897703593434, 'gamma_18': 1.461116930609935, 'gamma_19': -0.6472392631043231, 'gamma_20': -1.3618131443898815, 'gamma_21': 2.7240200503872822, 'gamma_22': -2.592928761966268, 'gamma_23': 3.1347694839358726, 'gamma_24': -1.930100181170031, 'gamma_25': -0.33966941114965543, 'gamma_26': 1.9840257433995399, 'gamma_27': 3.0354188278411485, 'gamma_28': 0.7890253963441498, 'gamma_29': 3.057732016040321, 'gamma_30': 1.143119720923185, 'gamma_31': -1.25611284826477, 'gamma_32': -2.9760023588556663, 'gamma_33': 1.111317603855779, 'gamma_34': 0.27779808451640364, 'gamma_35': -1.6287859941392426, 'gamma_36': -3.04464331476745, 'gamma_37': -3.1363932981981884, 'gamma_38': -2.6418370434354057, 'gamma_39': 0.2966131875043197, 'gamma_40': 3.0576954120211393, 'gamma_41': 3.1379349016439044, 'gamma_42': 2.9635070612389387, 'gamma_43': -3.0310313997264156, 'gamma_44': 2.8982566288411573, 'gamma_45': -3.0700945485240467, 'gamma_46': 2.7784398941246935, 'gamma_47': -3.090111602578822, 'gamma_48': 0.4115021689355993, 'beta_0': -1.979946056985157, 'beta_1': 2.162601599261572, 'beta_2': 2.9470909996678243, 'beta_3': 0.024828569327821487, 'beta_4': -0.39960762491317375, 'beta_5': 3.078979416891768, 'beta_6': -2.220020655930612, 'beta_7': 2.5246882780188784, 'beta_8': 0.9947911592375476, 'beta_9': -2.480035375305592, 'beta_10': -2.165573623611301, 'beta_11': 0.6550334923676139, 'beta_12': 2.948300899762212, 'beta_13': -1.2751665654935873, 'beta_14': -2.819096928221212, 'beta_15': 1.213809433740845, 'beta_16': -1.9102800909237228, 'beta_17': 0.7969299717795036, 'beta_18': -2.4754582503701, 'beta_19': 0.7241151265583412, 'beta_20': -3.107953225986038, 'beta_21': -2.1293392338767787, 'beta_22': -2.891888370192654, 'beta_23': -3.0612478802911296, 'beta_24': 0.05376834052355948, 'beta_25': -0.4471755894532699, 'beta_26': -2.033214030543708, 'beta_27': -1.870821473611965, 'beta_28': -1.1436730808535422, 'beta_29': -0.33590159906262995, 'beta_30': -3.119656228613234, 'beta_31': 1.827131937909673, 'beta_32': 0.782876306021024, 'beta_33': -1.308577228023669, 'beta_34': 1.3534736053598189, 'beta_35': -0.9903363384534924, 'beta_36': 3.043272804455936, 'beta_37': -3.0905349393768424, 'beta_38': 3.116222043335386, 'beta_39': 2.7214175533026568, 'beta_40': -2.837482311566117, 'beta_41': -2.9275480278825414, 'beta_42': 2.783457044223885, 'beta_43': -2.8850714139018603, 'beta_44': 3.091321254299778, 'beta_45': -2.977820377391772, 'beta_46': -3.096543336200251, 'beta_47': -2.60391030970739, 'beta_48': 0.43060419706086395}. Best is trial 10 with value: -32.11137479169767.
[I 2021-08-05 18:35:37,433] Trial 16 finished with value: -32.23824975008396 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 0.9730898436705205, 'gamma_1': -1.9163810615398338, 'gamma_2': 0.8212682148206938, 'gamma_3': -0.03564123931439189, 'gamma_4': -0.46094399662758434, 'gamma_5': -3.13185073319241, 'gamma_6': 2.3792548574666275, 'gamma_7': 2.9226177596794076, 'gamma_8': -1.9959230780796302, 'gamma_9': -2.4872861436965827, 'gamma_10': -2.900005357730025, 'gamma_11': -1.1459091503774368, 'gamma_12': -2.5199016081177343, 'gamma_13': -0.6848925303921093, 'gamma_14': -2.853536294526468, 'gamma_15': -1.8990769804932486, 'gamma_16': 3.1326608751593783, 'gamma_17': 0.09503590225806358, 'gamma_18': 1.2788886059326234, 'gamma_19': 1.9852643660655998, 'gamma_20': -1.4970397875258201, 'gamma_21': 1.635366237785441, 'gamma_22': -1.3842535774553568, 'gamma_23': -1.5650756921613644, 'gamma_24': -2.16762422388992, 'gamma_25': 1.318784452697059, 'gamma_26': 0.7181866890562777, 'gamma_27': -0.9615989523139796, 'gamma_28': -1.7162338268131858, 'gamma_29': -2.6809603099612014, 'gamma_30': -3.089968456624976, 'gamma_31': -1.2594828161588905, 'gamma_32': -1.1008475536750346, 'gamma_33': 1.9253997712526099, 'gamma_34': 2.768805815404436, 'gamma_35': -1.3413950930840746, 'gamma_36': 3.093816931856269, 'gamma_37': -1.4228950347935791, 'gamma_38': -1.2323460053131547, 'gamma_39': 0.6309400956343345, 'gamma_40': 0.9390288022746324, 'gamma_41': 1.312471176803194, 'beta_0': -2.045073491260241, 'beta_1': 1.2962060825695432, 'beta_2': 0.41047808999220736, 'beta_3': -0.8425737701375553, 'beta_4': -0.9735707195087182, 'beta_5': 2.0306447772941056, 'beta_6': -1.978436546502311, 'beta_7': 2.3378786661556217, 'beta_8': 2.571803373380055, 'beta_9': -0.2663612447932546, 'beta_10': -2.298549009582819, 'beta_11': 2.080844138046871, 'beta_12': 1.0533328173535819, 'beta_13': 0.8330536535065868, 'beta_14': 0.13871861185517728, 'beta_15': 0.41844366489342416, 'beta_16': -1.812503924977683, 'beta_17': -3.0051613787226668, 'beta_18': -3.046034318877075, 'beta_19': 1.8646025126230463, 'beta_20': -2.978799776636124, 'beta_21': -1.3378099507730543, 'beta_22': 1.8167158349592523, 'beta_23': 0.6822882504336462, 'beta_24': 0.2529522685690314, 'beta_25': 0.8818200868696987, 'beta_26': 2.9389566911525167, 'beta_27': -1.1614194006304006, 'beta_28': -0.5332483800286596, 'beta_29': -1.1758342151933385, 'beta_30': -3.1348241569939455, 'beta_31': -2.6028210437876247, 'beta_32': -0.7870126407199668, 'beta_33': -1.5305030653468308, 'beta_34': 1.3405674200083613, 'beta_35': -1.4801537378264837, 'beta_36': 0.9103231969166052, 'beta_37': -0.5425143097719944, 'beta_38': 0.5060254135662297, 'beta_39': 1.1055802117093507, 'beta_40': -0.5031586423469645, 'beta_41': -0.9472433127976738}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 18:54:16,888] Trial 17 finished with value: -31.44449996064889 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 0.8917882802231485, 'gamma_1': -1.9510872119452585, 'gamma_2': 0.6172654311576496, 'gamma_3': -0.3494024640564, 'gamma_4': -0.3845862293213709, 'gamma_5': -3.113766945955235, 'gamma_6': 3.0206369581315826, 'gamma_7': 0.9191917634406397, 'gamma_8': -0.07046676698400489, 'gamma_9': -3.0994166195322266, 'gamma_10': 2.539511081175435, 'gamma_11': -1.034987086583758, 'gamma_12': -3.126543192244106, 'gamma_13': -0.6785728959741862, 'gamma_14': 0.14595433221425091, 'gamma_15': -3.1057048017635083, 'gamma_16': 3.0928923095513228, 'gamma_17': -0.32093739810513133, 'gamma_18': 1.0148611095941928, 'gamma_19': 3.1151148836970357, 'gamma_20': -2.0411000800719012, 'gamma_21': -0.36685382579548165, 'gamma_22': 1.6883095985250016, 'gamma_23': -1.9826764085887147, 'gamma_24': -2.9428609409787883, 'gamma_25': 1.3497301548836331, 'gamma_26': 0.8274448575811635, 'gamma_27': 0.9246325196576064, 'gamma_28': -2.422585462514933, 'gamma_29': -2.8341856312744427, 'gamma_30': -3.114714137461168, 'gamma_31': -1.620161546771717, 'gamma_32': -0.8158393761943745, 'gamma_33': 2.9193766195576276, 'gamma_34': 2.817140271272503, 'gamma_35': -0.8863683664451955, 'gamma_36': 2.7471465294108977, 'gamma_37': -0.8599275807378464, 'gamma_38': -1.0579916647640022, 'gamma_39': 0.04290443371854277, 'gamma_40': 0.43581451426526474, 'gamma_41': 0.3470354931409474, 'beta_0': 2.749808159397286, 'beta_1': 1.1162160048232208, 'beta_2': -0.18650022359487733, 'beta_3': -1.2421794254632883, 'beta_4': -1.3630764540092792, 'beta_5': 1.3526726070487474, 'beta_6': 0.5975002003704184, 'beta_7': 0.6079191912374892, 'beta_8': 2.67210885106822, 'beta_9': 0.13434890590962056, 'beta_10': -2.4771883828010046, 'beta_11': 2.9867173037335046, 'beta_12': 1.8067584614442405, 'beta_13': 1.0113708460465174, 'beta_14': -3.0123820941774584, 'beta_15': 1.7768286389168482, 'beta_16': -1.6648092577254168, 'beta_17': 0.8681389302816773, 'beta_18': -2.928587341828312, 'beta_19': 2.1587173981480627, 'beta_20': -1.752170559132976, 'beta_21': -1.2135276905947112, 'beta_22': 2.05067981603713, 'beta_23': 0.40005981892633286, 'beta_24': -1.6971798038987749, 'beta_25': 1.2388238270828336, 'beta_26': 3.079175736550637, 'beta_27': -0.9488181556507773, 'beta_28': 0.3860230319778843, 'beta_29': -1.7621198603598516, 'beta_30': 0.4855590250109846, 'beta_31': -3.1005714264459594, 'beta_32': 3.061944696048111, 'beta_33': -2.3307469658584044, 'beta_34': 2.3947370381852644, 'beta_35': -0.9324648840127032, 'beta_36': 0.39603115380086734, 'beta_37': -0.16018773990538937, 'beta_38': 0.5047828565012104, 'beta_39': 0.7450538683571241, 'beta_40': -0.10470435007613393, 'beta_41': -0.5437561666010935}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 19:08:14,646] Trial 18 finished with value: -31.01387249639918 and parameters: {'optimizer': 'COBYLA', 'reps': 31, 'gamma_0': 0.6301403313541483, 'gamma_1': -1.9203440001493228, 'gamma_2': 2.1323321295247677, 'gamma_3': -1.151914957616921, 'gamma_4': -0.45503295506230734, 'gamma_5': 0.35614092245489815, 'gamma_6': 2.431752895940746, 'gamma_7': 2.48173902364048, 'gamma_8': -3.0416760473006286, 'gamma_9': -2.229474404847512, 'gamma_10': -1.7413852292329413, 'gamma_11': -2.851874842557013, 'gamma_12': -1.5029428789738395, 'gamma_13': 1.0891999811011899, 'gamma_14': -2.4643248544561027, 'gamma_15': -2.3459581462373498, 'gamma_16': 2.2995329630121484, 'gamma_17': 1.7561739409292578, 'gamma_18': 2.664019682802598, 'gamma_19': -0.27822370542434377, 'gamma_20': 0.17066384361627596, 'gamma_21': 0.41193906629165356, 'gamma_22': -1.0006793116048043, 'gamma_23': -1.496487051111472, 'gamma_24': -2.1643591606628516, 'gamma_25': -1.4365609979892935, 'gamma_26': -0.3700679207802642, 'gamma_27': -0.3049958830634094, 'gamma_28': -1.8608715778794263, 'gamma_29': -1.3469121502480315, 'gamma_30': -2.268298651023258, 'beta_0': -2.4812017828817705, 'beta_1': 2.579520837093554, 'beta_2': 0.5572544157868213, 'beta_3': -0.8195361818030715, 'beta_4': 1.4585644925326717, 'beta_5': 0.5430078113689052, 'beta_6': -3.1213795101907067, 'beta_7': 2.438307606027586, 'beta_8': 2.531579221338785, 'beta_9': -0.7165220896527551, 'beta_10': -0.8880726065814375, 'beta_11': 2.1125880908205383, 'beta_12': 2.8455404733472762, 'beta_13': 1.3127601405007392, 'beta_14': -0.30104204753472197, 'beta_15': -0.3259052472433735, 'beta_16': -1.9155761148061934, 'beta_17': -1.3670202786385088, 'beta_18': 2.821358561407516, 'beta_19': 3.1385938904617294, 'beta_20': -2.6291176687224165, 'beta_21': 1.168854968847892, 'beta_22': 1.8276179601294733, 'beta_23': -1.9581582432889642, 'beta_24': -0.35319116390960914, 'beta_25': 0.830091071256146, 'beta_26': 2.97246939524153, 'beta_27': -1.4166175675992725, 'beta_28': -2.0721988133760165, 'beta_29': 0.6644838992121765, 'beta_30': -2.182462326982005}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 19:25:49,816] Trial 19 finished with value: -31.272499804235046 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 1.3231429217781225, 'gamma_1': -1.0201657788471226, 'gamma_2': 0.5026792576970951, 'gamma_3': 1.8477049693779064, 'gamma_4': -0.11069210433584799, 'gamma_5': 2.1625723535105914, 'gamma_6': 1.2770788883797222, 'gamma_7': 3.0949404576298685, 'gamma_8': -2.2906442349424867, 'gamma_9': -2.390561395633245, 'gamma_10': 1.3382823087058857, 'gamma_11': -2.1301686642456783, 'gamma_12': 0.37815223075119025, 'gamma_13': -2.0793299750431196, 'gamma_14': -0.7569662828731513, 'gamma_15': -1.3123720362293558, 'gamma_16': 1.0679792962589167, 'gamma_17': 0.06263592581505195, 'gamma_18': 0.6387461271425037, 'gamma_19': 2.408918037713138, 'gamma_20': -3.025763313355875, 'gamma_21': -0.8024740688710883, 'gamma_22': 1.7697770063559868, 'gamma_23': -3.0972222610504145, 'gamma_24': 1.6106674193899204, 'gamma_25': 2.0623683156565713, 'gamma_26': 0.8647115138993572, 'gamma_27': -2.2091664897450194, 'gamma_28': -1.232153721500096, 'gamma_29': -2.7366636318760165, 'gamma_30': -3.0684600413698324, 'gamma_31': -2.2062983260755, 'gamma_32': 1.9139047754143266, 'gamma_33': 2.070562359221516, 'gamma_34': 2.614379228770782, 'gamma_35': -1.6141412439980285, 'gamma_36': 3.108065463788715, 'gamma_37': -0.6993463955690749, 'gamma_38': 2.7253628590585697, 'gamma_39': -1.8197501076830542, 'gamma_40': 0.7633472451278995, 'beta_0': -1.2056509149414116, 'beta_1': 1.1104566920686865, 'beta_2': -0.9576786240571624, 'beta_3': 1.0332762164735785, 'beta_4': -3.1366504622010107, 'beta_5': 1.9784233160991287, 'beta_6': -1.9544496515625356, 'beta_7': 2.200089542929939, 'beta_8': 3.1263938475203035, 'beta_9': 0.9879406051584159, 'beta_10': -3.1191514029229555, 'beta_11': 2.066180170331123, 'beta_12': 0.5105893358040989, 'beta_13': -0.2234121728006908, 'beta_14': 1.8948308858721505, 'beta_15': -1.683255963079501, 'beta_16': -1.178497027549458, 'beta_17': -2.475323171563201, 'beta_18': 0.5245377808375423, 'beta_19': 1.8658460425313959, 'beta_20': -1.0277348745250732, 'beta_21': -0.9779811950472759, 'beta_22': 1.6442466614531295, 'beta_23': 2.6049987244394175, 'beta_24': -2.8253027011240954, 'beta_25': -1.8009550625405486, 'beta_26': 2.0124227574977898, 'beta_27': -0.4063336085085083, 'beta_28': -0.1030924202357168, 'beta_29': 2.8862210512129374, 'beta_30': 2.9074772495053627, 'beta_31': -2.3235338980507496, 'beta_32': -1.5586163035858849, 'beta_33': -2.1281015583490754, 'beta_34': -3.122253722572542, 'beta_35': -1.3724971326607607, 'beta_36': -2.141137484755269, 'beta_37': -0.41631373139243716, 'beta_38': 0.39333868108639225, 'beta_39': 1.1233309646775405, 'beta_40': -0.6079818974074348}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 19:38:37,087] Trial 20 finished with value: -30.93625016646662 and parameters: {'optimizer': 'COBYLA', 'reps': 29, 'gamma_0': 0.2684251861326705, 'gamma_1': -2.3056767993094804, 'gamma_2': 2.2325322500373237, 'gamma_3': 0.3444263640622141, 'gamma_4': -0.907404107307298, 'gamma_5': -1.4287825342614535, 'gamma_6': 3.0979814746174323, 'gamma_7': 1.541670193992394, 'gamma_8': -1.4661178592133766, 'gamma_9': 0.4113255136451637, 'gamma_10': -2.3709376510994087, 'gamma_11': -0.534674840708626, 'gamma_12': -2.5283557060441466, 'gamma_13': 0.8447785825487194, 'gamma_14': 0.8805344817101065, 'gamma_15': -0.2945062177993485, 'gamma_16': -3.0289930033403545, 'gamma_17': 1.7161519032979018, 'gamma_18': 1.8342072377218037, 'gamma_19': 1.2440074387786983, 'gamma_20': 0.012880893675710922, 'gamma_21': 1.57745462786408, 'gamma_22': -0.6548427227009471, 'gamma_23': -0.1645983207841636, 'gamma_24': -2.5013548243217443, 'gamma_25': 0.6844541809899715, 'gamma_26': -1.483815847183546, 'gamma_27': 1.1143119471231067, 'gamma_28': -0.6440887147919445, 'beta_0': -3.1015197399617773, 'beta_1': 3.065289050930506, 'beta_2': -3.011974043238737, 'beta_3': -0.5754724788443368, 'beta_4': -0.012792303991431301, 'beta_5': 0.5586132043640021, 'beta_6': -3.0315742244567345, 'beta_7': 0.4945307022419416, 'beta_8': -0.6440586046884418, 'beta_9': -0.4845957457779091, 'beta_10': -2.606619777129619, 'beta_11': 1.8315475986848182, 'beta_12': 1.5442591550709195, 'beta_13': 0.6409737043085824, 'beta_14': -2.091987278780246, 'beta_15': -2.79213031945154, 'beta_16': -2.2888117429216215, 'beta_17': 0.6318703466167366, 'beta_18': -3.0800133561849803, 'beta_19': -0.5511705234295952, 'beta_20': -2.221749936071585, 'beta_21': -2.2353563878493503, 'beta_22': 2.763129767737176, 'beta_23': 0.4662123477837207, 'beta_24': 1.9065701610624557, 'beta_25': 0.32487272257074706, 'beta_26': -0.05589946087389774, 'beta_27': -3.130770124927296, 'beta_28': 0.886987477511376}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 20:00:28,237] Trial 21 finished with value: -31.187500030114467 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': -1.1580794803209955, 'gamma_1': 0.42789365777980515, 'gamma_2': 0.7014888671474946, 'gamma_3': 0.08084131928670148, 'gamma_4': 2.3301808516292923, 'gamma_5': -2.9962559720793567, 'gamma_6': 1.7411641141344532, 'gamma_7': 2.8874641344009437, 'gamma_8': -1.6567389077810353, 'gamma_9': -0.18901728678462806, 'gamma_10': -3.1040181031676206, 'gamma_11': -1.3241416011830571, 'gamma_12': -2.5327455873020925, 'gamma_13': -0.45690197499790985, 'gamma_14': -2.943388833775925, 'gamma_15': -1.5625857900574707, 'gamma_16': 2.36079621312477, 'gamma_17': 0.7157933782413953, 'gamma_18': 1.1597732688554792, 'gamma_19': 1.689433287996659, 'gamma_20': -1.1331009240749104, 'gamma_21': 2.2883525260036164, 'gamma_22': -1.738677821999657, 'gamma_23': 2.379223095441536, 'gamma_24': -1.6507759078343096, 'gamma_25': 0.9819594476416451, 'gamma_26': 2.8127654128150645, 'gamma_27': -1.2016754916368082, 'gamma_28': 1.7318313832611676, 'gamma_29': 1.9539185859812278, 'gamma_30': -0.6288847585535389, 'gamma_31': -0.6720877221444679, 'gamma_32': -1.75627392213247, 'gamma_33': 0.9861516907229154, 'gamma_34': -1.2109662106712211, 'gamma_35': -3.108566486520788, 'gamma_36': -1.1837538999335553, 'gamma_37': -2.1128844348502347, 'gamma_38': -1.3476105648533525, 'gamma_39': 1.487211756754647, 'gamma_40': 1.6881334093346207, 'gamma_41': 1.5202525854935989, 'gamma_42': 0.0479818500546627, 'gamma_43': -1.053397232552253, 'gamma_44': 0.6032999644287251, 'gamma_45': -0.3027217035190664, 'gamma_46': 3.127654694267515, 'gamma_47': -1.9873223458416764, 'gamma_48': -2.8047698938315193, 'gamma_49': -2.662962926970774, 'beta_0': -1.7681719990587619, 'beta_1': 1.610978727103333, 'beta_2': 2.3073047983018746, 'beta_3': 0.5028886238642105, 'beta_4': -0.9247474425811794, 'beta_5': 2.4171043088773754, 'beta_6': -1.5066637129135998, 'beta_7': 3.091231414047451, 'beta_8': 0.6394192320575081, 'beta_9': -2.2597061161243723, 'beta_10': -1.5126413858167453, 'beta_11': 0.3307789066051774, 'beta_12': 0.8966305847189454, 'beta_13': -2.186180909977489, 'beta_14': 0.07636393393468666, 'beta_15': 0.34371844208565494, 'beta_16': -2.749869138174339, 'beta_17': -3.089192033903808, 'beta_18': -1.8931415535983993, 'beta_19': 1.1418694715539233, 'beta_20': -3.1309394307158795, 'beta_21': -3.12758647710989, 'beta_22': -1.5670940709726193, 'beta_23': 1.0292338571994055, 'beta_24': 0.6652664782722386, 'beta_25': -0.6318754441582728, 'beta_26': -3.1038993999402047, 'beta_27': -2.352904502101616, 'beta_28': -0.7246628295344305, 'beta_29': -0.7105803592067685, 'beta_30': -2.970922719654123, 'beta_31': 2.428720466378275, 'beta_32': -0.0024023774927873776, 'beta_33': -0.5687953233382897, 'beta_34': 1.0634257369994535, 'beta_35': -3.1372912648108158, 'beta_36': 1.6266100577125255, 'beta_37': -1.7101024853509754, 'beta_38': 1.8049599916542511, 'beta_39': 2.0384963062755546, 'beta_40': -1.6183665297042098, 'beta_41': -1.0019272529577823, 'beta_42': 0.36342681209239897, 'beta_43': 2.635332465811234, 'beta_44': -2.8934892078101675, 'beta_45': -0.36763314087037413, 'beta_46': -3.068524346640423, 'beta_47': 3.129211823845544, 'beta_48': -2.4630077019156715, 'beta_49': 2.219891524690038}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 20:19:32,182] Trial 22 finished with value: -30.96412484634454 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': -1.9315080047913304, 'gamma_1': 1.5508707512396513, 'gamma_2': 1.0266856499277415, 'gamma_3': -1.7052676044568862, 'gamma_4': 1.8950361750538824, 'gamma_5': -2.8701285782813244, 'gamma_6': 2.414658456684822, 'gamma_7': 3.129996482327272, 'gamma_8': -2.4533936890221884, 'gamma_9': -1.7240846460070647, 'gamma_10': -2.8174428690329374, 'gamma_11': -1.3750234013162053, 'gamma_12': -1.6200396224268019, 'gamma_13': 0.5368242798754859, 'gamma_14': -2.352240478068751, 'gamma_15': -2.206912329204042, 'gamma_16': 3.1414599446865945, 'gamma_17': -0.08859366715214823, 'gamma_18': 1.79596838616737, 'gamma_19': 2.588661132012524, 'gamma_20': -1.7128800587017468, 'gamma_21': 1.0958964045284532, 'gamma_22': -1.8371140961567503, 'gamma_23': -2.1912790890179235, 'gamma_24': -1.3053860593822102, 'gamma_25': -0.9681504241714043, 'gamma_26': 1.4848003571649127, 'gamma_27': -1.0041486306186072, 'gamma_28': 1.4182000504609076, 'gamma_29': -0.8296026113385611, 'gamma_30': 0.7346233893346495, 'gamma_31': -0.4817815376663718, 'gamma_32': -0.5481914625387305, 'gamma_33': 1.7877375920590342, 'gamma_34': 1.29362851806654, 'gamma_35': -2.0987195349423238, 'gamma_36': 1.7959319627383021, 'gamma_37': -1.7623800278815405, 'gamma_38': -1.6785730633819798, 'gamma_39': 3.0773387142525923, 'gamma_40': -1.6627306330329361, 'gamma_41': 1.5976899121908488, 'gamma_42': 0.7015018913846616, 'gamma_43': 2.9915312930208016, 'beta_0': -2.3540053441594884, 'beta_1': 1.3059518063458253, 'beta_2': 2.707077326973205, 'beta_3': 0.763776698202635, 'beta_4': -0.2450638641437759, 'beta_5': 1.5758642001121554, 'beta_6': -1.694361062909143, 'beta_7': 2.6177424181047684, 'beta_8': 1.1288256542557724, 'beta_9': 0.3994584340617028, 'beta_10': -1.7428488311292751, 'beta_11': 1.3404531901823062, 'beta_12': 1.1807064321162448, 'beta_13': -0.9615238599629281, 'beta_14': -0.26316937746126523, 'beta_15': 0.8783054910461378, 'beta_16': -1.2107770529776074, 'beta_17': -2.488504293887936, 'beta_18': -1.8452768189561533, 'beta_19': 1.4584763309978315, 'beta_20': -3.0568035003938903, 'beta_21': -2.3219527583749247, 'beta_22': -1.9182987734071975, 'beta_23': 0.9368605633950637, 'beta_24': 0.9522052542865702, 'beta_25': 2.039360333848521, 'beta_26': -1.9619462579839348, 'beta_27': -3.0834885770417797, 'beta_28': -1.4942096386429184, 'beta_29': -1.7507957978678226, 'beta_30': -2.6024553487561097, 'beta_31': 0.6961982046300266, 'beta_32': -0.42971661516586895, 'beta_33': -1.843532621692691, 'beta_34': 0.39808482399290823, 'beta_35': -2.0635952733951775, 'beta_36': 1.5409287818738588, 'beta_37': 1.0136891142879771, 'beta_38': -0.8799744336802384, 'beta_39': -1.2246050891576266, 'beta_40': 2.3780477904556214, 'beta_41': -1.8630818162411724, 'beta_42': 0.6195100668638833, 'beta_43': -0.5764592056659511}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 20:36:24,608] Trial 23 finished with value: -31.8039982188003 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -0.8566122452278621, 'gamma_1': -1.3818872231556996, 'gamma_2': 1.9373410422096666, 'gamma_3': -2.8759474092180493, 'gamma_4': 3.1178821883042547, 'gamma_5': -2.4752921883213097, 'gamma_6': 1.6068711014139667, 'gamma_7': 2.3522476034529665, 'gamma_8': 0.10035209886780772, 'gamma_9': -0.6684934445785571, 'gamma_10': -1.4919443451617405, 'gamma_11': -0.8203574204919406, 'gamma_12': -0.7792524011763919, 'gamma_13': -1.0469280480164034, 'gamma_14': -3.087874546876176, 'gamma_15': -3.1246696189485235, 'gamma_16': 1.5858498484731651, 'gamma_17': 1.0965454433879773, 'gamma_18': 0.6634187295092979, 'gamma_19': 0.3330646211040593, 'gamma_20': -0.7460939128918213, 'gamma_21': 1.956312621598105, 'gamma_22': -1.8260449882992393, 'gamma_23': 0.7116967552367175, 'gamma_24': -2.5133844271310415, 'gamma_25': 0.43486685055808105, 'gamma_26': -0.8112298563360261, 'gamma_27': -2.1199701522561556, 'gamma_28': -0.44545838720741804, 'gamma_29': 2.952817322967475, 'gamma_30': -1.8828553337372984, 'gamma_31': -1.9516505497291257, 'gamma_32': -3.0179435194549304, 'gamma_33': -0.5115014598053955, 'gamma_34': -1.4385537979619, 'gamma_35': -0.1812474331861078, 'gamma_36': -1.3825219095430203, 'gamma_37': -3.0808829069575387, 'gamma_38': -3.0819806948152704, 'beta_0': -1.606136765899573, 'beta_1': 2.348281166623834, 'beta_2': 1.4314348110506039, 'beta_3': -0.37407669199247584, 'beta_4': -0.759298438663916, 'beta_5': 2.548731686634792, 'beta_6': -0.6989179817763139, 'beta_7': 3.1009503590342593, 'beta_8': 1.9436355336785285, 'beta_9': -1.8194130402099797, 'beta_10': -2.605816371972975, 'beta_11': 1.4838059693404642, 'beta_12': 0.5050834951550808, 'beta_13': 1.6061024042480658, 'beta_14': 0.2342525768270827, 'beta_15': 0.2912575757581736, 'beta_16': -2.6146733445747894, 'beta_17': -3.1040949927964947, 'beta_18': -2.349082650589988, 'beta_19': 0.3656614811864365, 'beta_20': -1.3282684301394936, 'beta_21': -3.115890273771577, 'beta_22': 1.1568573403767732, 'beta_23': 2.19875623582703, 'beta_24': -0.18025672201730858, 'beta_25': -1.875587816304935, 'beta_26': -0.7211135655786785, 'beta_27': -2.099612322930789, 'beta_28': -0.33633762246043364, 'beta_29': -0.9266384553236673, 'beta_30': -3.124163114382842, 'beta_31': -1.6741424562219265, 'beta_32': 0.8407825457875453, 'beta_33': 0.1251771576213286, 'beta_34': 2.1044152822562685, 'beta_35': 0.39739295927676865, 'beta_36': -1.3618053062296327, 'beta_37': -1.7462023449474904, 'beta_38': 1.7509602632897636}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 20:57:56,736] Trial 24 finished with value: -31.482374881043448 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': -2.504461480784789, 'gamma_1': -0.4881933909413465, 'gamma_2': 2.492790051156666, 'gamma_3': -0.45464359375072394, 'gamma_4': 1.0498456194691483, 'gamma_5': -0.0897794340359308, 'gamma_6': 2.71258273651454, 'gamma_7': 1.9444966295303578, 'gamma_8': -3.1143837492758033, 'gamma_9': 0.41710013740639074, 'gamma_10': -2.756413625620137, 'gamma_11': -1.8376176587428226, 'gamma_12': -2.805003301448694, 'gamma_13': -1.493739122963746, 'gamma_14': 2.2710302743496906, 'gamma_15': -2.5024419567865306, 'gamma_16': 2.3830096823793587, 'gamma_17': -0.8179245440860493, 'gamma_18': -0.3385155334618506, 'gamma_19': 1.7299234211297179, 'gamma_20': -2.41825422189632, 'gamma_21': 1.0701020824091623, 'gamma_22': 1.1110776901254706, 'gamma_23': -0.9822703976536682, 'gamma_24': -0.49949198042732657, 'gamma_25': 2.311398597133505, 'gamma_26': 0.6740323307677274, 'gamma_27': -0.6304108273512425, 'gamma_28': 1.6567259458420014, 'gamma_29': 1.4641855810422295, 'gamma_30': -1.0534477553553196, 'gamma_31': 0.30831362934835504, 'gamma_32': -2.3125689187927034, 'gamma_33': 0.024819939449732598, 'gamma_34': 1.5304901555840542, 'gamma_35': -2.3005277356279556, 'gamma_36': 1.4049681817323076, 'gamma_37': 0.2544213606683303, 'gamma_38': -0.11814595516214345, 'gamma_39': 1.1738690515276606, 'gamma_40': 2.0045414346403856, 'gamma_41': 1.8099780325847104, 'gamma_42': -1.6077557529727549, 'gamma_43': -1.1561907703006542, 'gamma_44': 0.6625971846677419, 'gamma_45': -0.7450302397634516, 'gamma_46': 0.7666242199899345, 'gamma_47': 2.8343887471828006, 'gamma_48': 2.917627015510849, 'gamma_49': -1.466608267316246, 'beta_0': -0.7022777248796799, 'beta_1': 0.4650489731344962, 'beta_2': 0.3441089981973217, 'beta_3': -1.621155562159069, 'beta_4': -1.9950641237326217, 'beta_5': 1.989207318170514, 'beta_6': -2.3845807294195116, 'beta_7': 2.0293501778956076, 'beta_8': 2.2577037459136164, 'beta_9': -2.7309076628004263, 'beta_10': -0.13266886180565263, 'beta_11': 2.6320577288471245, 'beta_12': 2.356026210910325, 'beta_13': -1.8019309098083107, 'beta_14': -1.102158220888351, 'beta_15': 1.8202080099401026, 'beta_16': -0.992385348270361, 'beta_17': -1.0738642684320394, 'beta_18': -3.120852002790577, 'beta_19': 2.3973936251062424, 'beta_20': -2.5028622586019624, 'beta_21': -1.6132893279752138, 'beta_22': 2.418943932818479, 'beta_23': 0.008909861395444585, 'beta_24': 0.6128100176584701, 'beta_25': 0.35727915775498553, 'beta_26': -2.6965568006587697, 'beta_27': -1.4181442743765622, 'beta_28': -1.3287734794843482, 'beta_29': 0.39791935413075225, 'beta_30': -1.2879986596574726, 'beta_31': 2.623984069499156, 'beta_32': -1.4921988552090781, 'beta_33': -0.7266618712702013, 'beta_34': 0.31374810798489605, 'beta_35': 0.3876897205530725, 'beta_36': 1.3008414165146363, 'beta_37': 1.3105497004303552, 'beta_38': 1.7503837603870056, 'beta_39': 1.8200016827705385, 'beta_40': 1.0720475613134142, 'beta_41': 1.0532551401727028, 'beta_42': -2.349571074028308, 'beta_43': -1.2853141519852243, 'beta_44': 0.5494119086144835, 'beta_45': -0.6571166272763533, 'beta_46': -1.2407745263733858, 'beta_47': -3.105686788186475, 'beta_48': 3.112983541494173, 'beta_49': 0.13135149350259123}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 21:13:58,070] Trial 25 finished with value: -32.156374990095024 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': -0.27647549571880337, 'gamma_1': 1.182061813901051, 'gamma_2': 1.0514542217741598, 'gamma_3': 0.28580662818415403, 'gamma_4': 0.08805658546593885, 'gamma_5': -3.0420937323083583, 'gamma_6': 2.1943969773710563, 'gamma_7': 2.65699652995969, 'gamma_8': -1.323130128039666, 'gamma_9': -1.058451238150378, 'gamma_10': -2.0804683886859743, 'gamma_11': -0.09095509516600053, 'gamma_12': -2.0198318197954244, 'gamma_13': -0.5804597764598891, 'gamma_14': -2.4023697690424353, 'gamma_15': -1.3672165784647374, 'gamma_16': 3.0623693799680853, 'gamma_17': 0.3775184646708072, 'gamma_18': 2.497871093061266, 'gamma_19': 2.666561577733383, 'gamma_20': -0.6628302308747465, 'gamma_21': 2.5559998207427275, 'gamma_22': -1.4377530865546235, 'gamma_23': 2.377138728220601, 'gamma_24': -3.1199954825794642, 'gamma_25': 1.4483652865671577, 'gamma_26': 1.803401671327777, 'gamma_27': 0.412943730126331, 'gamma_28': -1.404676340537931, 'gamma_29': -2.0138605800144043, 'gamma_30': -2.457849294553272, 'gamma_31': -1.1486664869380778, 'gamma_32': -1.4828308673573298, 'gamma_33': 2.6135181874420925, 'gamma_34': -0.762798658085464, 'gamma_35': -0.7798056183275301, 'gamma_36': -1.8614652999196577, 'beta_0': -2.5013918986682797, 'beta_1': 2.3505221001141154, 'beta_2': 1.6583341397819626, 'beta_3': 1.5389710472976055, 'beta_4': 1.099775177090711, 'beta_5': 0.9893656576511289, 'beta_6': -0.8039404331267881, 'beta_7': 1.3606738961342182, 'beta_8': -0.0014189094872327779, 'beta_9': -0.968981558987652, 'beta_10': -1.0905707680434427, 'beta_11': 0.33527310760990425, 'beta_12': -0.8712603858252621, 'beta_13': -0.4488280809315154, 'beta_14': -0.5120201350278064, 'beta_15': -0.0962915788398559, 'beta_16': -3.1044147850672337, 'beta_17': -2.1794834384863155, 'beta_18': -1.2313227180377948, 'beta_19': 0.8736128460252967, 'beta_20': -3.0473056747103104, 'beta_21': -2.553217602473014, 'beta_22': 1.0941131434870854, 'beta_23': 1.3535145656639516, 'beta_24': 2.196926037095933, 'beta_25': 1.4629208322565375, 'beta_26': -1.2247517103177434, 'beta_27': -2.7902465821410707, 'beta_28': 0.5504003053620325, 'beta_29': -2.264580068687192, 'beta_30': -2.386645078244762, 'beta_31': 0.29221429384441144, 'beta_32': 0.8240351599711031, 'beta_33': 2.6212229546377044, 'beta_34': 1.761391088420962, 'beta_35': -2.157210448505349, 'beta_36': 2.39195847385021}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 21:47:45,785] Trial 26 finished with value: -22.812374983555436 and parameters: {'optimizer': 'SPSA', 'reps': 37, 'gamma_0': 1.2948452362301057, 'gamma_1': 0.1742031788364644, 'gamma_2': 0.34931057918793035, 'gamma_3': 2.505820835813344, 'gamma_4': 0.38618696969334776, 'gamma_5': -1.9269090562045819, 'gamma_6': 0.8244658343594025, 'gamma_7': 0.9579597992111573, 'gamma_8': -0.6678478588527057, 'gamma_9': -1.165572091460768, 'gamma_10': -1.9674790221399654, 'gamma_11': 0.8776204041022084, 'gamma_12': -1.1520300110030721, 'gamma_13': -0.6191361860022745, 'gamma_14': -2.3628528399207056, 'gamma_15': -1.175107556657954, 'gamma_16': 3.07526298419921, 'gamma_17': 2.2356549979524054, 'gamma_18': 2.94230498279976, 'gamma_19': 2.8408102601419447, 'gamma_20': 0.6352685408558658, 'gamma_21': 3.0720662762043958, 'gamma_22': -3.0362132977347844, 'gamma_23': 2.34525354622403, 'gamma_24': -3.0448645559509298, 'gamma_25': 1.4592577044684736, 'gamma_26': 1.8933922614086722, 'gamma_27': 0.43747169354570953, 'gamma_28': -1.567638849674409, 'gamma_29': -2.4230354307102204, 'gamma_30': -2.5427884116037984, 'gamma_31': -2.4146057518287716, 'gamma_32': -0.2165591848622075, 'gamma_33': 2.7714826072816305, 'gamma_34': -2.0578635652903365, 'gamma_35': -0.7147636020628036, 'gamma_36': -1.7172986741997764, 'beta_0': -2.655152209773582, 'beta_1': 2.431590926034642, 'beta_2': 1.7637075225359344, 'beta_3': 1.9052204973058762, 'beta_4': 1.458612881309029, 'beta_5': 1.0151602490466212, 'beta_6': -0.7581150930922478, 'beta_7': 1.2185961760443698, 'beta_8': -1.3170376353848416, 'beta_9': -1.2591456694098735, 'beta_10': -0.8962268361932477, 'beta_11': 0.4291950255317374, 'beta_12': -1.479901101823063, 'beta_13': 0.20479955968900698, 'beta_14': -0.7863475015886547, 'beta_15': -1.4853096509114396, 'beta_16': -2.3390732387677904, 'beta_17': -2.0505936994906304, 'beta_18': -1.1425342310996713, 'beta_19': 2.5745064796861823, 'beta_20': -1.8899351329570597, 'beta_21': -0.5970185401133032, 'beta_22': 0.9318556212929904, 'beta_23': 1.718489828783415, 'beta_24': 2.295875046125755, 'beta_25': 2.237917779353616, 'beta_26': -0.42848567565532836, 'beta_27': 0.5846153540310577, 'beta_28': 1.3102421907391824, 'beta_29': -2.2458480094772777, 'beta_30': -2.189913949562082, 'beta_31': 0.08998691175073414, 'beta_32': 1.7354609899118025, 'beta_33': 3.117190926262138, 'beta_34': 2.1689888977007845, 'beta_35': -2.0377210558236314, 'beta_36': 0.805701463129371}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 21:59:52,531] Trial 27 finished with value: -30.902250075694802 and parameters: {'optimizer': 'COBYLA', 'reps': 27, 'gamma_0': -0.15854534517128516, 'gamma_1': -1.4670663894497888, 'gamma_2': 1.7443768151744805, 'gamma_3': -0.978943660385171, 'gamma_4': 0.01294252150392948, 'gamma_5': -1.225740927428708, 'gamma_6': 2.4586961614994722, 'gamma_7': 2.6333783788043696, 'gamma_8': -2.2545313150569015, 'gamma_9': -2.084489388899835, 'gamma_10': -1.1908139577024275, 'gamma_11': -0.12112687046697815, 'gamma_12': -1.8560551182776535, 'gamma_13': -1.9896496243999953, 'gamma_14': -0.6569811013662465, 'gamma_15': -0.047981012363974083, 'gamma_16': 2.508770949812127, 'gamma_17': 0.32005301526032515, 'gamma_18': 2.392069060401192, 'gamma_19': -1.122121495757509, 'gamma_20': -0.4832662476473386, 'gamma_21': 0.6971126199333084, 'gamma_22': -0.42731853079603965, 'gamma_23': -2.498615003884651, 'gamma_24': -2.444067649356812, 'gamma_25': 2.3830943006121528, 'gamma_26': 0.1865761315639789, 'beta_0': -0.21002494306928, 'beta_1': 3.0366132432459683, 'beta_2': 1.0604466132214596, 'beta_3': 1.35966044557989, 'beta_4': 0.9104026067443103, 'beta_5': 0.14111442498286295, 'beta_6': 0.08216925019324495, 'beta_7': 1.6817964501711422, 'beta_8': -0.19291740371818417, 'beta_9': -0.8434021000239569, 'beta_10': -1.3034588083695986, 'beta_11': 2.3878060398549845, 'beta_12': -0.6436520912987997, 'beta_13': 0.7533559767265603, 'beta_14': -1.7370886702762582, 'beta_15': -0.3218825640896825, 'beta_16': -2.6533577960693133, 'beta_17': -0.9367957958255241, 'beta_18': 0.12812469061114606, 'beta_19': -0.36885539712276394, 'beta_20': -0.7935458452977228, 'beta_21': -2.4264573470243302, 'beta_22': 1.2914387974864932, 'beta_23': 2.379608250425816, 'beta_24': 2.1947789590393003, 'beta_25': 1.1815275514193486, 'beta_26': 0.6540987920562504}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 22:14:20,786] Trial 28 finished with value: -31.359999937292585 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': 0.6048573237596158, 'gamma_1': 2.299449839845562, 'gamma_2': 0.9978094042397239, 'gamma_3': 0.9280202299861408, 'gamma_4': -0.34501784625347304, 'gamma_5': -0.33445332013271667, 'gamma_6': 3.0960846977167993, 'gamma_7': 1.6018468069368637, 'gamma_8': -1.3756468062644576, 'gamma_9': -3.080659402952598, 'gamma_10': -2.498578834354985, 'gamma_11': -0.264644739898519, 'gamma_12': -0.11979323461533073, 'gamma_13': -0.8122084854270715, 'gamma_14': -1.8922284009063088, 'gamma_15': -1.89932182691778, 'gamma_16': 1.1557633276328685, 'gamma_17': 1.320527479123517, 'gamma_18': 2.0690326524126643, 'gamma_19': 1.2913271494874425, 'gamma_20': -1.7623887673918737, 'gamma_21': 1.3665371214241575, 'gamma_22': 1.1251792736268158, 'gamma_23': 2.504214243246102, 'gamma_24': -3.0105431256179234, 'gamma_25': 1.7026061183194425, 'gamma_26': 1.5552286801024802, 'gamma_27': 1.9780623060555933, 'gamma_28': -2.5462109014541925, 'gamma_29': -1.9774344624358051, 'gamma_30': -3.0778814200013453, 'gamma_31': -0.2441952818269576, 'gamma_32': -1.3614137564769664, 'beta_0': -3.041085033448083, 'beta_1': -1.0843872270728316, 'beta_2': 0.36756736074005714, 'beta_3': 2.119610692993673, 'beta_4': 2.07629182351435, 'beta_5': 0.017409028474743682, 'beta_6': 0.71715578458366, 'beta_7': 0.21518232086028943, 'beta_8': 0.4509091874406108, 'beta_9': -0.24367771126307838, 'beta_10': -0.45820610673579276, 'beta_11': 0.10193126849771028, 'beta_12': -2.221673558295291, 'beta_13': -0.5394096903558725, 'beta_14': 0.7229236915806023, 'beta_15': -2.1948375725313, 'beta_16': -1.6107491534932241, 'beta_17': -0.07122921140455851, 'beta_18': 1.1760543493870705, 'beta_19': 0.7345550139136857, 'beta_20': 0.21189727193044106, 'beta_21': -1.4221782808925454, 'beta_22': 2.3120140975493375, 'beta_23': 1.1759525418434202, 'beta_24': -1.0674875142527909, 'beta_25': 2.9805190465144897, 'beta_26': -1.4941492894823276, 'beta_27': 1.902874199190313, 'beta_28': 0.5931271840102708, 'beta_29': -2.185129949084719, 'beta_30': -0.1081921628677831, 'beta_31': -2.57179368517053, 'beta_32': 0.8379201157272381}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 22:54:14,958] Trial 29 finished with value: -25.180624967007894 and parameters: {'optimizer': 'SPSA', 'reps': 44, 'gamma_0': 2.179935851258464, 'gamma_1': -2.3498592402764062, 'gamma_2': 0.18794731872572226, 'gamma_3': 1.5802010846249412, 'gamma_4': -0.6923511812815961, 'gamma_5': -2.59538184031056, 'gamma_6': 1.4155910589973344, 'gamma_7': -0.4978596342079671, 'gamma_8': -0.09013758079177699, 'gamma_9': -1.7782067133906996, 'gamma_10': -2.000232322368851, 'gamma_11': 2.3645321541833777, 'gamma_12': -2.752667883845658, 'gamma_13': -0.3275446464542985, 'gamma_14': -2.624817525461692, 'gamma_15': -2.6611923337466017, 'gamma_16': 3.1320568578428922, 'gamma_17': -0.5316492727984321, 'gamma_18': 0.6587654281257783, 'gamma_19': 2.61036209121347, 'gamma_20': -2.757831918970653, 'gamma_21': 2.4482405134124114, 'gamma_22': -1.268353520925587, 'gamma_23': -0.3494828215307939, 'gamma_24': 0.5903644282296456, 'gamma_25': 1.1979818307309622, 'gamma_26': 2.230372321885179, 'gamma_27': 1.7190872863854767, 'gamma_28': -1.2477789811155682, 'gamma_29': -0.28304061582320283, 'gamma_30': 3.047561043583039, 'gamma_31': -1.4620752009388442, 'gamma_32': 0.5958816435944334, 'gamma_33': 3.002606490735133, 'gamma_34': -0.6915971767422465, 'gamma_35': 1.0176398610398634, 'gamma_36': -2.112838255659218, 'gamma_37': 2.52726240505791, 'gamma_38': 1.9934060708498686, 'gamma_39': -3.0055780284661875, 'gamma_40': -0.5790389875030876, 'gamma_41': -1.6126239263399276, 'gamma_42': -2.949039755186504, 'gamma_43': 2.778976557178236, 'beta_0': -2.4129767243183338, 'beta_1': 1.4410934962193107, 'beta_2': -0.6109895137454457, 'beta_3': -0.1473593526570245, 'beta_4': 0.21321521247268893, 'beta_5': 0.9214906852335728, 'beta_6': -0.9686806052473973, 'beta_7': 1.0277952531008157, 'beta_8': -0.7472803640273394, 'beta_9': 0.7886265269001609, 'beta_10': -2.3946486739031476, 'beta_11': 1.5765526183928285, 'beta_12': -1.0544686965181975, 'beta_13': 1.3708476453536815, 'beta_14': -2.429047979616743, 'beta_15': -0.3051215080514238, 'beta_16': -0.7082210260028752, 'beta_17': -2.183672187511588, 'beta_18': -0.7598414364074948, 'beta_19': 1.712068745192087, 'beta_20': -2.663058759201075, 'beta_21': -1.8285912079197235, 'beta_22': 0.9070245348243222, 'beta_23': 0.1940196672367227, 'beta_24': 2.8688529403151923, 'beta_25': 1.5654243606437068, 'beta_26': 1.8814836191005941, 'beta_27': -0.7768807426738935, 'beta_28': 2.982766937108977, 'beta_29': -3.1174908069501046, 'beta_30': -1.3610348368806158, 'beta_31': -1.0335835684482175, 'beta_32': 2.1253029061007127, 'beta_33': 2.647367127431833, 'beta_34': 2.920860673133455, 'beta_35': -2.055072057084294, 'beta_36': -0.9195701060952115, 'beta_37': -1.2477049095921293, 'beta_38': -0.7152463323215004, 'beta_39': -2.922824821792532, 'beta_40': -1.3165364232701036, 'beta_41': 0.437582786711862, 'beta_42': -1.7169451697938134, 'beta_43': 2.1636137515593363}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 23:07:56,188] Trial 30 finished with value: -31.64412518147625 and parameters: {'optimizer': 'COBYLA', 'reps': 31, 'gamma_0': 1.4577172415269928, 'gamma_1': -0.6014124773189644, 'gamma_2': 2.7618661561549356, 'gamma_3': 2.1795129678710534, 'gamma_4': -1.7802655630765087, 'gamma_5': -1.6846695755323853, 'gamma_6': -0.5806975876628799, 'gamma_7': -2.5729983682054978, 'gamma_8': 2.858779134918267, 'gamma_9': -1.095913080788082, 'gamma_10': -1.1142966043310607, 'gamma_11': 0.8232264354486376, 'gamma_12': -1.1605864588962662, 'gamma_13': -2.5357612701934378, 'gamma_14': -1.8024187065535378, 'gamma_15': -1.487414382263652, 'gamma_16': 2.1791604055897102, 'gamma_17': -1.570221389693066, 'gamma_18': -1.5276321296069406, 'gamma_19': 3.086379996608474, 'gamma_20': -1.573587017340527, 'gamma_21': -0.38375414459767954, 'gamma_22': -2.538727714453055, 'gamma_23': 0.7461073695595712, 'gamma_24': -2.5047710222827226, 'gamma_25': 2.4516714385560734, 'gamma_26': 0.4614881519235113, 'gamma_27': 1.9330655854763, 'gamma_28': -2.24609966401587, 'gamma_29': -3.1085653178541204, 'gamma_30': -2.0803410264638753, 'beta_0': -1.3070632090354717, 'beta_1': 2.6666661018212765, 'beta_2': 0.21112738733981143, 'beta_3': -1.1305896819836372, 'beta_4': 1.004807197981563, 'beta_5': -1.0974545449683484, 'beta_6': -0.32663846445841144, 'beta_7': 1.4474486717219788, 'beta_8': -1.5224988714928418, 'beta_9': -1.8518923207013949, 'beta_10': 0.3156009833953566, 'beta_11': 0.9573960478636512, 'beta_12': -1.5618893993533778, 'beta_13': -2.5512134260849684, 'beta_14': 1.4079288495363982, 'beta_15': 1.6282803904924417, 'beta_16': -2.2950835126176345, 'beta_17': -2.7623492965166676, 'beta_18': -0.2322465880865061, 'beta_19': 2.191461571225643, 'beta_20': -1.451310673775754, 'beta_21': -2.602510162525299, 'beta_22': 1.5537853796164767, 'beta_23': 1.8960281341767449, 'beta_24': 1.1546285476865656, 'beta_25': 2.494868144392274, 'beta_26': -2.4989043270205444, 'beta_27': -1.654510975285967, 'beta_28': 1.611637292117961, 'beta_29': -1.343948358470548, 'beta_30': -2.476161278641189}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 23:24:19,849] Trial 31 finished with value: -31.527750926286195 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -0.45061352960381384, 'gamma_1': 1.1782810278832896, 'gamma_2': 1.2618886897465669, 'gamma_3': 0.33117705217976334, 'gamma_4': 0.302117802629036, 'gamma_5': -3.1237742130684105, 'gamma_6': 2.145109140122376, 'gamma_7': 2.6830027265822998, 'gamma_8': -1.8328419590643865, 'gamma_9': -0.5201053350124097, 'gamma_10': -2.6523126977126497, 'gamma_11': -0.8699651302565998, 'gamma_12': -2.251861696793272, 'gamma_13': 0.5568151303532864, 'gamma_14': -2.84720174423108, 'gamma_15': -1.675112398619877, 'gamma_16': 2.7082706752137296, 'gamma_17': 0.4124597892066041, 'gamma_18': 1.1845233751872233, 'gamma_19': 2.138869904251776, 'gamma_20': -0.8753672733268801, 'gamma_21': 2.0271553569478717, 'gamma_22': -1.5056302901265242, 'gamma_23': 2.664677677327297, 'gamma_24': -1.7133081021966279, 'gamma_25': 0.4878187581068989, 'gamma_26': 3.0719664309341908, 'gamma_27': 0.047748035105357634, 'gamma_28': -0.6966819627102123, 'gamma_29': -1.9881091760209508, 'gamma_30': -2.576149537049552, 'gamma_31': -1.0152921266602926, 'gamma_32': -2.0416804868734695, 'gamma_33': 1.6933619526273596, 'gamma_34': 0.8803789876849231, 'gamma_35': -1.320476412316159, 'gamma_36': -2.4167466654341467, 'gamma_37': -1.3763925412931675, 'beta_0': -1.9879062039165691, 'beta_1': 2.0388928707729375, 'beta_2': 2.561186454712714, 'beta_3': 0.330400342583971, 'beta_4': -0.9418934612223876, 'beta_5': 3.1251392893933456, 'beta_6': -1.962501354913038, 'beta_7': 2.740126080884326, 'beta_8': 0.1581453354150888, 'beta_9': -0.7401463302807536, 'beta_10': -2.027115222005342, 'beta_11': 0.7995366061656088, 'beta_12': -0.015433498729435113, 'beta_13': -0.6346465067722215, 'beta_14': -0.5401165270503808, 'beta_15': 0.4606824022785494, 'beta_16': -3.0976716521341743, 'beta_17': -1.7925251449106145, 'beta_18': -1.4034689523043493, 'beta_19': 0.9442348161259542, 'beta_20': -2.9430478750980584, 'beta_21': -2.797119902507298, 'beta_22': -1.010631605726074, 'beta_23': 0.8896622687631741, 'beta_24': 0.26592521878895214, 'beta_25': 0.6900452439644789, 'beta_26': -1.548615720466404, 'beta_27': -2.6699725017106073, 'beta_28': -0.7054080070081273, 'beta_29': -0.8017913354518325, 'beta_30': -2.713183776604767, 'beta_31': 1.8353710791003397, 'beta_32': 0.2581080786132915, 'beta_33': -2.5336517848831, 'beta_34': 1.767684012205434, 'beta_35': -3.101970237358737, 'beta_36': 2.3903069368857133, 'beta_37': -2.792186095346261}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-05 23:44:01,316] Trial 32 finished with value: -31.79400018998615 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -1.2089802150625453, 'gamma_1': 2.185348836258287, 'gamma_2': 0.8238824718442301, 'gamma_3': 0.5524942941696289, 'gamma_4': 0.6404829117742215, 'gamma_5': -3.137038659070984, 'gamma_6': 1.9259289261127979, 'gamma_7': 3.0593062840026777, 'gamma_8': -1.352278018572186, 'gamma_9': 0.2663354682698409, 'gamma_10': -3.0383248085634014, 'gamma_11': 0.17895638211322784, 'gamma_12': -2.2891837810888913, 'gamma_13': 0.10892407836558904, 'gamma_14': -3.125254763437885, 'gamma_15': -0.6497787085054115, 'gamma_16': 1.8922903274919909, 'gamma_17': 0.7708950562857547, 'gamma_18': 1.6148458182964092, 'gamma_19': 1.7034451478014185, 'gamma_20': -0.27643007476644865, 'gamma_21': 2.641279268417544, 'gamma_22': -2.1069331057664074, 'gamma_23': 2.0485319084029694, 'gamma_24': -1.4275160313264068, 'gamma_25': 0.802473046939489, 'gamma_26': 1.2694671953719372, 'gamma_27': -1.5647144600500706, 'gamma_28': 0.23496803592199156, 'gamma_29': -2.0001626528849017, 'gamma_30': -1.753014530450999, 'gamma_31': -0.9634257710990964, 'gamma_32': -1.3138404920397935, 'gamma_33': 2.242130328231256, 'gamma_34': 2.2942000679554186, 'gamma_35': -2.3241015325175374, 'gamma_36': -0.7139597871781469, 'gamma_37': -0.10887858962792975, 'gamma_38': -2.113712917654487, 'gamma_39': -1.2308092629338434, 'gamma_40': 2.062832999947746, 'gamma_41': 0.040000885282073684, 'gamma_42': 1.535064401875947, 'gamma_43': -1.8616240384091076, 'gamma_44': -1.8940435514654297, 'beta_0': -0.8542717842871839, 'beta_1': 1.7694342136047851, 'beta_2': 2.494413745766184, 'beta_3': 0.7889942877102494, 'beta_4': 0.277679365112277, 'beta_5': 1.6357359024726035, 'beta_6': -1.7681527230072496, 'beta_7': 2.2458847087269014, 'beta_8': 0.8998004997359161, 'beta_9': 0.09363030470399736, 'beta_10': -1.4604226635130897, 'beta_11': 1.0783833701821275, 'beta_12': 0.8088560749780899, 'beta_13': -1.4491504319820727, 'beta_14': 0.28476741607828293, 'beta_15': -0.7635589362116622, 'beta_16': -3.0262988985705834, 'beta_17': -2.9762183466125918, 'beta_18': -1.94773159547162, 'beta_19': 1.3771413355950008, 'beta_20': -2.270313395968238, 'beta_21': -3.124759485494727, 'beta_22': 2.5921662931521805, 'beta_23': 0.5554885900773283, 'beta_24': 1.408161462695839, 'beta_25': -0.34173793070879055, 'beta_26': -1.0055587464487052, 'beta_27': -2.7386795018560672, 'beta_28': 0.04919563127229587, 'beta_29': -2.267395902417841, 'beta_30': -3.101579867478144, 'beta_31': 0.548115505430995, 'beta_32': -0.982187596053921, 'beta_33': -1.5631648950946815, 'beta_34': 0.9157136017967179, 'beta_35': -2.469096749296812, 'beta_36': 3.024656121947748, 'beta_37': 1.0026256745671869, 'beta_38': -2.947377592263539, 'beta_39': -0.559115089193814, 'beta_40': 0.7323187556691735, 'beta_41': 2.8918685709702086, 'beta_42': 1.845758936478172, 'beta_43': -1.8858810466666887, 'beta_44': 1.0594764003764832}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 00:02:18,298] Trial 33 finished with value: -31.968500188484498 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -0.7121422179017425, 'gamma_1': 1.1375589538581956, 'gamma_2': 1.5223048862794644, 'gamma_3': -0.03979333710405843, 'gamma_4': 1.2477077639226903, 'gamma_5': -2.0498522532056933, 'gamma_6': 2.553453543976727, 'gamma_7': 2.0258947040994326, 'gamma_8': -2.517846703706188, 'gamma_9': -1.4484286572073906, 'gamma_10': -2.505141477125493, 'gamma_11': -1.5776204268892406, 'gamma_12': -1.7530005204045138, 'gamma_13': -1.240618339545629, 'gamma_14': -2.188098799521818, 'gamma_15': -2.179893021926093, 'gamma_16': 2.719352210035802, 'gamma_17': 1.3611038724140894, 'gamma_18': -0.19865579700064506, 'gamma_19': 2.5058225693014866, 'gamma_20': -1.151376071390784, 'gamma_21': 1.6369661629093342, 'gamma_22': -0.6738445709142387, 'gamma_23': 3.031657193328723, 'gamma_24': -2.120144809727994, 'gamma_25': -0.3631657050046324, 'gamma_26': 2.4023129630008038, 'gamma_27': 0.2922283753377031, 'gamma_28': 2.2901495226825777, 'gamma_29': 2.291686219243471, 'gamma_30': -0.7601716754641952, 'gamma_31': 0.19437771491966238, 'gamma_32': -2.6235102038831655, 'gamma_33': 1.423332188472, 'gamma_34': -0.6692177351371438, 'gamma_35': -0.36555863821659873, 'gamma_36': -3.138742545382455, 'gamma_37': -2.692288007316196, 'gamma_38': -0.9275858986048284, 'gamma_39': 1.4340121928621312, 'gamma_40': -3.0700715536846643, 'gamma_41': 2.4374591894933655, 'beta_0': -1.8830767113816365, 'beta_1': 2.2255675452963373, 'beta_2': 1.8702182681093844, 'beta_3': 1.413540169727035, 'beta_4': -1.1731943625312644, 'beta_5': 2.394863018594278, 'beta_6': -2.728038801851018, 'beta_7': 2.795526715745826, 'beta_8': 1.4614841073418692, 'beta_9': -1.0071505793888924, 'beta_10': -2.7836674130531214, 'beta_11': 0.42611863300297026, 'beta_12': -0.40738565692097267, 'beta_13': -2.573415236648858, 'beta_14': -1.4715548780562178, 'beta_15': 1.2917283513049123, 'beta_16': -3.1004110382612478, 'beta_17': -2.5855956273792637, 'beta_18': -2.350517940971269, 'beta_19': 0.3027080887658431, 'beta_20': -3.06842311170688, 'beta_21': -1.9373498811547019, 'beta_22': 2.097632119676855, 'beta_23': -0.45831726346163604, 'beta_24': -0.7058916451434049, 'beta_25': -1.0458520152234758, 'beta_26': -2.0489259248216385, 'beta_27': -3.086973624030126, 'beta_28': -0.6957208324897162, 'beta_29': -0.4012141958876604, 'beta_30': -1.8640699147644917, 'beta_31': 1.3058053338434146, 'beta_32': 0.14098778008896523, 'beta_33': 0.14582905326545625, 'beta_34': 1.9278066236119593, 'beta_35': -1.5189470437372308, 'beta_36': 2.181388610359188, 'beta_37': -2.187760886547735, 'beta_38': 1.1263451334946133, 'beta_39': 3.0906727799971088, 'beta_40': -3.1312529362563173, 'beta_41': -1.6932247087317327}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 00:22:55,401] Trial 34 finished with value: -32.16849992514574 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': -1.5959736078783135, 'gamma_1': 1.1073109991584653, 'gamma_2': 1.913477293634689, 'gamma_3': 1.2929667712904276, 'gamma_4': -1.5279236008843964, 'gamma_5': -2.632453701269625, 'gamma_6': 2.076163416173642, 'gamma_7': 2.64883675232757, 'gamma_8': -0.5113009486139787, 'gamma_9': 0.09287910949247546, 'gamma_10': -3.1131456252390572, 'gamma_11': -2.360112280809499, 'gamma_12': -2.0693751723485163, 'gamma_13': 1.5584193407482043, 'gamma_14': -1.426913793636408, 'gamma_15': -0.9657082827423571, 'gamma_16': 1.4722061598811516, 'gamma_17': -0.9911315681375714, 'gamma_18': 2.293500685895622, 'gamma_19': 0.976062842834222, 'gamma_20': 0.5485002561117136, 'gamma_21': 2.1870578624767085, 'gamma_22': -2.229253346413869, 'gamma_23': 1.564198989792319, 'gamma_24': -3.1408577060539637, 'gamma_25': 1.821683051350828, 'gamma_26': 1.1520326917383232, 'gamma_27': -2.591997954191001, 'gamma_28': -1.8486755030987705, 'gamma_29': -2.411356064199352, 'gamma_30': 0.496947872096659, 'gamma_31': -1.7891853118840713, 'gamma_32': -1.7497779419797634, 'gamma_33': 0.539674935228503, 'gamma_34': -2.3669509826400246, 'gamma_35': -2.516938032309606, 'gamma_36': -2.4211823352435773, 'gamma_37': -1.5519682627019866, 'gamma_38': -0.19093328909591786, 'gamma_39': 2.9843939055734285, 'gamma_40': 1.1914261372188453, 'gamma_41': 0.8240356579191538, 'gamma_42': -1.005648591987846, 'gamma_43': 0.7179795455776903, 'gamma_44': 1.7300198367696453, 'gamma_45': 2.522293824308666, 'gamma_46': 1.0418620110049004, 'gamma_47': 0.22367686732786285, 'beta_0': -2.6155464852428087, 'beta_1': 1.021035005623645, 'beta_2': 1.3110726190544684, 'beta_3': 0.906057370373636, 'beta_4': -0.20880432018492467, 'beta_5': 1.7812396285021486, 'beta_6': -2.103182330476394, 'beta_7': 1.9589601196439825, 'beta_8': -3.0983778048191106, 'beta_9': 0.8235622394389099, 'beta_10': -0.7497928151552213, 'beta_11': 1.6548637407051783, 'beta_12': 1.2168528199574657, 'beta_13': 0.016695590864053922, 'beta_14': -0.2043335556169584, 'beta_15': 0.6041792901618768, 'beta_16': -2.6658742045729324, 'beta_17': -1.4178342293787176, 'beta_18': -2.595200615925324, 'beta_19': 0.6786796988663443, 'beta_20': -2.671968376665297, 'beta_21': -0.8364436327353091, 'beta_22': 0.41264188451272243, 'beta_23': 1.3257766436741298, 'beta_24': 2.0498949163030433, 'beta_25': -2.4477592759675972, 'beta_26': -0.1287514581175846, 'beta_27': -2.2110355911139745, 'beta_28': 0.19206986676849336, 'beta_29': -1.3476724610740412, 'beta_30': -2.395967293598113, 'beta_31': -0.3303376720051474, 'beta_32': -2.142729959736428, 'beta_33': -2.6840310576378346, 'beta_34': 0.6376169940935907, 'beta_35': -2.4258455596963717, 'beta_36': 3.126285469636282, 'beta_37': -0.8480525073599859, 'beta_38': 2.690617277088271, 'beta_39': 1.9425868317772947, 'beta_40': -1.9421979244038254, 'beta_41': -3.077093063362186, 'beta_42': 1.6280138839775964, 'beta_43': 0.8921175312874084, 'beta_44': -1.6812167813957783, 'beta_45': 2.2323426533433355, 'beta_46': 0.9619242141560829, 'beta_47': 0.18222904666207615}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 00:23:42,474] Trial 35 finished with value: -28.712625062159375 and parameters: {'optimizer': 'COBYLA', 'reps': 5, 'gamma_0': 0.3073182406564765, 'gamma_1': 1.7421759113721467, 'gamma_2': 2.156415874192951, 'gamma_3': 1.3457160289624168, 'gamma_4': -2.872004080304849, 'beta_0': -2.5697603040940664, 'beta_1': 0.016200083347991324, 'beta_2': 1.392118168331266, 'beta_3': 2.351140825913088, 'beta_4': -0.10190864166285729}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 00:31:17,370] Trial 36 finished with value: -29.757000016553384 and parameters: {'optimizer': 'COBYLA', 'reps': 21, 'gamma_0': -2.348316009364478, 'gamma_1': 0.24251145500173366, 'gamma_2': 2.925989843902197, 'gamma_3': 0.9249359650228618, 'gamma_4': -1.432963073090268, 'gamma_5': 0.9732176059794758, 'gamma_6': 0.848874827580071, 'gamma_7': 2.5862220342102082, 'gamma_8': 0.4102842833625049, 'gamma_9': -2.4930730506171668, 'gamma_10': -2.000203008129506, 'gamma_11': -3.0681553005118936, 'gamma_12': -0.34184793036869743, 'gamma_13': 2.3681730711435587, 'gamma_14': -1.2697837866361674, 'gamma_15': -0.9612778165117141, 'gamma_16': 1.4051802188827414, 'gamma_17': -0.9694783792989655, 'gamma_18': 2.621825318144875, 'gamma_19': 0.9513351223022695, 'gamma_20': 0.9575324944843407, 'beta_0': -2.690931957723177, 'beta_1': 0.6908104118543558, 'beta_2': 0.7281855798627979, 'beta_3': 0.9596097139874776, 'beta_4': 1.7184644340770467, 'beta_5': 0.9889051424006637, 'beta_6': -2.340215833733728, 'beta_7': 1.9603065909212904, 'beta_8': -2.824494233323582, 'beta_9': 1.4677405787139266, 'beta_10': 0.2753824507513625, 'beta_11': 2.54395282579814, 'beta_12': 1.2746571127223845, 'beta_13': 1.9436478824401573, 'beta_14': -0.5685577974127388, 'beta_15': -1.0963469537268609, 'beta_16': -2.1171253992779455, 'beta_17': -1.3120519729977431, 'beta_18': -2.7667965190612405, 'beta_19': -0.3364642862659911, 'beta_20': -1.9268522135321646}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 01:34:55,079] Trial 37 finished with value: -28.77162484155866 and parameters: {'optimizer': 'QN-SPSA', 'reps': 40, 'gamma_0': -0.9046076775383259, 'gamma_1': 0.7093943284498494, 'gamma_2': -0.14267686720972717, 'gamma_3': -0.06176813462375921, 'gamma_4': -2.663499925500801, 'gamma_5': -2.6657073470626873, 'gamma_6': 2.762053250200531, 'gamma_7': 2.111018660260479, 'gamma_8': -0.8480914133042972, 'gamma_9': 0.7535157910838002, 'gamma_10': -3.0795350636055536, 'gamma_11': -2.300554951616406, 'gamma_12': 0.8764876645711346, 'gamma_13': 1.4154433143914003, 'gamma_14': -0.36804741520581885, 'gamma_15': 0.45188711411614224, 'gamma_16': 0.8109999983303532, 'gamma_17': -1.143408630695403, 'gamma_18': 3.090588342769661, 'gamma_19': 1.080058090745695, 'gamma_20': 0.42956570497689683, 'gamma_21': 0.6728739246307763, 'gamma_22': -0.006731173206122376, 'gamma_23': 1.0749123103478777, 'gamma_24': -3.1050350088584833, 'gamma_25': 1.8866555304968786, 'gamma_26': 1.2395197634506925, 'gamma_27': -2.699698700429791, 'gamma_28': -2.833020794513809, 'gamma_29': -2.3665122620335213, 'gamma_30': 0.6784124243484726, 'gamma_31': -1.9048588768262282, 'gamma_32': -0.7876661968116924, 'gamma_33': 0.4514764184485683, 'gamma_34': -2.3090523868661594, 'gamma_35': -1.2168651487278872, 'gamma_36': -0.47176590284152986, 'gamma_37': -1.415141853325919, 'gamma_38': -0.07421580325329705, 'gamma_39': -0.8133344392024356, 'beta_0': 2.2519353386484244, 'beta_1': -0.4506938310341853, 'beta_2': 0.053119164052174206, 'beta_3': 0.06178496020114754, 'beta_4': -1.8112994103974949, 'beta_5': 0.25008068694258095, 'beta_6': -1.0265770939520245, 'beta_7': 0.9246315398986644, 'beta_8': -2.0103513295416144, 'beta_9': 0.7493663161244115, 'beta_10': -0.616556709939998, 'beta_11': 3.137995878116568, 'beta_12': 0.4209548412605289, 'beta_13': 0.15810001159994724, 'beta_14': 1.4782591044271887, 'beta_15': -0.14867260698110485, 'beta_16': -1.5859946770694549, 'beta_17': -0.5704556581880633, 'beta_18': 0.34079528809894577, 'beta_19': 0.5861643171220845, 'beta_20': 3.019391298207679, 'beta_21': -0.8054541975085453, 'beta_22': 0.664721154505699, 'beta_23': 2.729010885663791, 'beta_24': 2.2782964892385467, 'beta_25': -2.6143975774415, 'beta_26': 0.23897212924285038, 'beta_27': -2.135328087718858, 'beta_28': 0.4754354088094246, 'beta_29': -1.6147971255545952, 'beta_30': -0.8585396857126385, 'beta_31': -1.0462876204192313, 'beta_32': -2.331779453249732, 'beta_33': -2.8456536738703018, 'beta_34': -0.38071461754119484, 'beta_35': -0.5955156390379288, 'beta_36': 1.9645556657250065, 'beta_37': -0.9317999847597678, 'beta_38': 2.4578488780089858, 'beta_39': 1.4203060056734707}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 01:38:16,469] Trial 38 finished with value: -30.061624870514482 and parameters: {'optimizer': 'COBYLA', 'reps': 12, 'gamma_0': -2.107482885891286, 'gamma_1': 2.0423453302010097, 'gamma_2': -0.7730323732043591, 'gamma_3': 1.8375591267685132, 'gamma_4': -2.217332720547672, 'gamma_5': -2.107415046796537, 'gamma_6': 0.5744351778727317, 'gamma_7': 2.6664708588997663, 'gamma_8': -0.5050908874043538, 'gamma_9': 2.520383003914844, 'gamma_10': 1.0290044143401993, 'gamma_11': 0.6260962461793061, 'beta_0': -3.128325704367529, 'beta_1': 1.0605704854112035, 'beta_2': 1.110930489942383, 'beta_3': 2.974810681673709, 'beta_4': 0.6519092678978043, 'beta_5': 1.7251322962673787, 'beta_6': -2.561808550063785, 'beta_7': 1.8458073496409388, 'beta_8': -2.7166463006755524, 'beta_9': -0.205567995823752, 'beta_10': -1.1189135816193483, 'beta_11': 1.6540782148015525}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 02:22:28,233] Trial 39 finished with value: -22.721375177866232 and parameters: {'optimizer': 'SPSA', 'reps': 48, 'gamma_0': -0.3349639612473756, 'gamma_1': -3.1254187823317077, 'gamma_2': 1.7887092372927709, 'gamma_3': -0.7561424316481968, 'gamma_4': -0.8857782765316509, 'gamma_5': -1.6315528560717252, 'gamma_6': 2.2870785477955673, 'gamma_7': 1.3043399676454177, 'gamma_8': -0.26607034678318825, 'gamma_9': 0.0750318709813822, 'gamma_10': -2.2063153206955497, 'gamma_11': -2.750345111745312, 'gamma_12': -2.7461862728863298, 'gamma_13': 3.0165339266697324, 'gamma_14': -1.4537752656081997, 'gamma_15': -0.6562954400760579, 'gamma_16': -0.04190290588753376, 'gamma_17': -2.1803553365549346, 'gamma_18': 2.183383534413068, 'gamma_19': 0.34402275929779624, 'gamma_20': 1.6666028138614648, 'gamma_21': 2.8673036336985227, 'gamma_22': -2.263382912306813, 'gamma_23': 1.6592981014926689, 'gamma_24': -2.7336206331992825, 'gamma_25': 2.560302160925592, 'gamma_26': 0.3292002430394849, 'gamma_27': -2.66766975664313, 'gamma_28': -2.096024210837825, 'gamma_29': -1.5220817084158926, 'gamma_30': 0.6080737083782113, 'gamma_31': -3.106923098443853, 'gamma_32': -1.6171224777421314, 'gamma_33': 2.511405928499327, 'gamma_34': -3.1138108376757807, 'gamma_35': -2.1023706665348443, 'gamma_36': -2.245472595413385, 'gamma_37': -0.0404547088496221, 'gamma_38': 0.33719750175789065, 'gamma_39': 0.8106913445670672, 'gamma_40': 1.164854091138314, 'gamma_41': 0.6684218316193139, 'gamma_42': -0.9656967112143106, 'gamma_43': 1.0755806628382834, 'gamma_44': 1.625049529389128, 'gamma_45': 3.09282148067094, 'gamma_46': 0.14041211441585177, 'gamma_47': 0.8702236839268056, 'beta_0': -2.3087552452718487, 'beta_1': 0.3749638450268775, 'beta_2': -0.4479140476682357, 'beta_3': -1.9179573127857898, 'beta_4': 2.3171914347148004, 'beta_5': -0.323984263539995, 'beta_6': -0.44115216031624715, 'beta_7': 1.249122739283515, 'beta_8': 2.7743421185894013, 'beta_9': 2.6728744179703456, 'beta_10': 0.22912589985362475, 'beta_11': 2.307390260669214, 'beta_12': 1.5075165077747408, 'beta_13': 0.6930456089606546, 'beta_14': 0.5418094814841521, 'beta_15': 0.8136742801707435, 'beta_16': -2.601997698007452, 'beta_17': -0.04853574202902999, 'beta_18': -1.4293258601453145, 'beta_19': 1.8335296156136383, 'beta_20': -2.6776348079448673, 'beta_21': 0.5997139889520158, 'beta_22': 0.4100896885162423, 'beta_23': 1.5461239213139306, 'beta_24': 3.123520391258732, 'beta_25': -1.88992513290778, 'beta_26': -0.06544548147648468, 'beta_27': -1.0187340403246683, 'beta_28': -0.2031858465223273, 'beta_29': -2.4894006069578607, 'beta_30': -2.4253237373023264, 'beta_31': -1.728189149514101, 'beta_32': -2.3533435082199343, 'beta_33': -2.541738640636256, 'beta_34': 0.7283088728163059, 'beta_35': -2.3825354699231607, 'beta_36': 0.9652138311866557, 'beta_37': 0.3067820139133649, 'beta_38': -0.44442628784482896, 'beta_39': 0.42813463469503593, 'beta_40': -1.733528080840298, 'beta_41': -1.3124150637855614, 'beta_42': -0.9788259356064068, 'beta_43': 1.1730417502663981, 'beta_44': -2.7174547852737243, 'beta_45': 3.0961626781002582, 'beta_46': 1.5515738386555213, 'beta_47': 0.6955320268809703}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 03:18:33,863] Trial 40 finished with value: -29.995624846124162 and parameters: {'optimizer': 'QN-SPSA', 'reps': 35, 'gamma_0': 0.04453171251662025, 'gamma_1': -0.2695587931833763, 'gamma_2': -0.4531194563694303, 'gamma_3': 2.763672640582436, 'gamma_4': -1.6747282224247209, 'gamma_5': -2.765056798352152, 'gamma_6': 1.6711258819119545, 'gamma_7': 0.412802833118429, 'gamma_8': 0.8198557384544413, 'gamma_9': -1.0317316395449505, 'gamma_10': -1.6420943956750025, 'gamma_11': -0.6111489442779251, 'gamma_12': -0.9146060026173628, 'gamma_13': -1.7124424061123547, 'gamma_14': -1.0762289609551994, 'gamma_15': 3.0853955761697294, 'gamma_16': 2.0376976910536353, 'gamma_17': -0.4722429365021952, 'gamma_18': 2.6376174780239587, 'gamma_19': 1.4437755347471803, 'gamma_20': 1.081311325647112, 'gamma_21': 1.3097077242211208, 'gamma_22': -3.0136092185423706, 'gamma_23': 1.9835051965506707, 'gamma_24': -2.260831457501693, 'gamma_25': 1.8477043861531042, 'gamma_26': 1.0388521805104096, 'gamma_27': -2.7635520437265497, 'gamma_28': -1.5502174323982765, 'gamma_29': -3.0623406491011993, 'gamma_30': 1.570327762047266, 'gamma_31': -2.5483296815078638, 'gamma_32': -0.228308535699961, 'gamma_33': -1.3386650776105726, 'gamma_34': -2.326903514851304, 'beta_0': -1.612516549499201, 'beta_1': 0.8871992746294722, 'beta_2': 0.9835146393105672, 'beta_3': 2.5887486223277003, 'beta_4': 1.0237608108202672, 'beta_5': 1.3396747892561027, 'beta_6': -1.4743235184273424, 'beta_7': 1.665483098225069, 'beta_8': -2.444620321746905, 'beta_9': 1.1794927657004934, 'beta_10': -0.7042456208030645, 'beta_11': -0.28299609812810134, 'beta_12': 2.48775125829338, 'beta_13': -0.18682106565990478, 'beta_14': 1.0892171743799872, 'beta_15': 0.022946335040853527, 'beta_16': -2.7033219768381516, 'beta_17': -1.920955468880545, 'beta_18': -0.8000754633668901, 'beta_19': -1.1899316864950524, 'beta_20': 2.04636619272153, 'beta_21': 0.6064514144448703, 'beta_22': -0.7350548904385847, 'beta_23': 1.281257847359012, 'beta_24': -2.0262591970662767, 'beta_25': -2.3692046068356527, 'beta_26': 1.3317851153072244, 'beta_27': -1.7886684426990032, 'beta_28': 0.2610963973288415, 'beta_29': -1.960157824356347, 'beta_30': -1.6846990167244833, 'beta_31': -0.4256043536037061, 'beta_32': -1.807860207991289, 'beta_33': 1.742328658882434, 'beta_34': -0.06198272526864801}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 03:37:18,390] Trial 41 finished with value: -31.59949996413434 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -1.5027137548435794, 'gamma_1': 1.1619929881099624, 'gamma_2': 1.03992309808327, 'gamma_3': 0.581048502947102, 'gamma_4': -0.17677154024956232, 'gamma_5': -2.215553693911597, 'gamma_6': 2.036292267315543, 'gamma_7': 3.122271338803907, 'gamma_8': -1.2415162919285105, 'gamma_9': -0.23656385045687056, 'gamma_10': -2.741109591557508, 'gamma_11': -1.0867437685477275, 'gamma_12': -2.0753145278272687, 'gamma_13': -0.23455086432659555, 'gamma_14': -2.6853850807871167, 'gamma_15': -1.1739799366276937, 'gamma_16': -0.5087504517789316, 'gamma_17': 0.026625847370859046, 'gamma_18': 1.5225662427180933, 'gamma_19': 2.0201668908656387, 'gamma_20': -0.09743378973923011, 'gamma_21': 2.252041386103437, 'gamma_22': -1.3135259431422972, 'gamma_23': 2.755883995192902, 'gamma_24': -2.0148535402871124, 'gamma_25': 1.4350277713005186, 'gamma_26': -0.1397209048633179, 'gamma_27': -0.7413427775717516, 'gamma_28': -1.0452765302829194, 'gamma_29': -2.3263100239907675, 'gamma_30': 0.051380608085219936, 'gamma_31': -1.5837752542194565, 'gamma_32': -1.8697322683828892, 'gamma_33': 0.6686826573396961, 'gamma_34': -2.044795224108951, 'gamma_35': -2.6217553652473224, 'gamma_36': -2.592014757550192, 'gamma_37': -2.272798403031104, 'gamma_38': -0.36062190769028957, 'gamma_39': 3.1205796801439605, 'gamma_40': -0.3364967323834809, 'gamma_41': -0.6865037066900448, 'gamma_42': -0.7259294232746853, 'beta_0': -2.2292342217970345, 'beta_1': 1.4932714208729623, 'beta_2': 1.681238599738466, 'beta_3': 0.48536516364442117, 'beta_4': -0.4852712132096182, 'beta_5': 2.107667481889289, 'beta_6': -1.9861517898753, 'beta_7': 2.245969694694512, 'beta_8': 2.412528285780474, 'beta_9': 0.3554237213221839, 'beta_10': -1.6769106952009496, 'beta_11': 0.1402223866663628, 'beta_12': 0.9115706845343328, 'beta_13': -0.642035860363344, 'beta_14': -0.1360186570987091, 'beta_15': 0.703703644940092, 'beta_16': -3.1408856081525274, 'beta_17': -1.5181864774298506, 'beta_18': -2.151286065609918, 'beta_19': 1.4584736710278372, 'beta_20': -2.717029202528152, 'beta_21': -0.33561553344914974, 'beta_22': 1.3447489041502514, 'beta_23': 0.6845638602906134, 'beta_24': 1.8895879517068348, 'beta_25': 1.5259213936109641, 'beta_26': -1.1797970490459075, 'beta_27': -2.5783800165292514, 'beta_28': -1.847910982582423, 'beta_29': -1.176714807773767, 'beta_30': -2.698406580607632, 'beta_31': 2.3844048115817778, 'beta_32': -1.015069400115522, 'beta_33': -1.8915041363082352, 'beta_34': 1.4865685530698105, 'beta_35': -3.127750439209105, 'beta_36': 3.1227743973989437, 'beta_37': -0.678083471935365, 'beta_38': 2.4374783143004444, 'beta_39': 2.3161182379942153, 'beta_40': -2.225550292094475, 'beta_41': -3.1403713651298775, 'beta_42': 1.6028745306044334}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 03:57:47,631] Trial 42 finished with value: -32.057624891547924 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': -1.7151164596637714, 'gamma_1': 0.9487277586082717, 'gamma_2': 1.5376358104499859, 'gamma_3': 1.1785602218719433, 'gamma_4': -2.317484618273184, 'gamma_5': -2.812850519245172, 'gamma_6': 1.3440506100774838, 'gamma_7': 2.395891886552299, 'gamma_8': -2.0923831255891603, 'gamma_9': -0.8561243389738591, 'gamma_10': -2.798304107486926, 'gamma_11': -2.1186033375987217, 'gamma_12': -2.4199599080102554, 'gamma_13': 0.44458308281752634, 'gamma_14': -1.970202896474274, 'gamma_15': -0.20483976241722357, 'gamma_16': 0.8104207011790293, 'gamma_17': 0.226527156421868, 'gamma_18': 2.0302304149091515, 'gamma_19': 0.7116836978287306, 'gamma_20': -1.0464682858058505, 'gamma_21': 1.998394278668016, 'gamma_22': -2.1181515324568676, 'gamma_23': 0.2532539219201178, 'gamma_24': -2.7426462222115524, 'gamma_25': 0.27647574459499313, 'gamma_26': 1.7245845676433176, 'gamma_27': -1.6450467390225163, 'gamma_28': -1.8006762260938318, 'gamma_29': -3.136244702758961, 'gamma_30': 0.018648546782843944, 'gamma_31': -0.8283376460922581, 'gamma_32': -2.5061149222141523, 'gamma_33': 1.7891718216492805, 'gamma_34': -0.34559175294308586, 'gamma_35': -1.9357437853525348, 'gamma_36': -2.7421692181693653, 'gamma_37': -0.8798679636262592, 'gamma_38': 1.0994050338581316, 'gamma_39': 2.0793259095678045, 'gamma_40': 2.6247496895091578, 'gamma_41': 0.9516278184961952, 'gamma_42': 1.3413625291847955, 'gamma_43': 0.5993226903112909, 'gamma_44': 2.1337658969056754, 'gamma_45': 1.4726096150200063, 'gamma_46': 1.7065146370798572, 'beta_0': -0.9949217740603669, 'beta_1': 2.006939199498077, 'beta_2': 2.086556570502157, 'beta_3': 1.2908573188999812, 'beta_4': 0.3094756202812152, 'beta_5': 2.5538401632880006, 'beta_6': -2.2223175074430137, 'beta_7': 2.806532533667772, 'beta_8': 2.204298601397058, 'beta_9': -0.5559280706585532, 'beta_10': -2.268069382841607, 'beta_11': 1.7480605849129607, 'beta_12': 0.14305310215038314, 'beta_13': 0.3598772714148568, 'beta_14': -0.5757025044665016, 'beta_15': 0.6159869546065366, 'beta_16': -2.781406476351195, 'beta_17': -2.305888017934871, 'beta_18': -2.7274217376636463, 'beta_19': -0.09637404634027313, 'beta_20': -2.329202465833927, 'beta_21': -1.052653647731254, 'beta_22': 0.29091019653577144, 'beta_23': -0.1351133880450751, 'beta_24': 0.8216706745838296, 'beta_25': 0.10674467234955687, 'beta_26': -1.685307010163446, 'beta_27': -2.745228875903429, 'beta_28': -1.010962324872531, 'beta_29': -0.35158200634639936, 'beta_30': -2.3235652604061645, 'beta_31': 0.6052022326338959, 'beta_32': -0.29199953654652344, 'beta_33': -0.7071791267969767, 'beta_34': 0.7204885089200512, 'beta_35': -2.5452696137471005, 'beta_36': 2.7253654499359996, 'beta_37': 0.36317269528449236, 'beta_38': 3.0654329757930294, 'beta_39': 1.478245430649241, 'beta_40': -0.8016998325680222, 'beta_41': -2.1692857730416555, 'beta_42': 2.0478099927924585, 'beta_43': 1.0108605192254587, 'beta_44': -1.33442324670278, 'beta_45': 1.2796612858609298, 'beta_46': 0.27507395725051165}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 04:14:41,753] Trial 43 finished with value: -31.1001251302333 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 3.1370702713646113, 'gamma_1': 2.6283621556059815, 'gamma_2': 1.3601328750668995, 'gamma_3': 0.19049495511682984, 'gamma_4': -1.274438877515252, 'gamma_5': -3.105953480944797, 'gamma_6': 2.7058203846529993, 'gamma_7': 2.178472250754084, 'gamma_8': -1.6079389535869832, 'gamma_9': 0.8365137442207973, 'gamma_10': -3.078402819766929, 'gamma_11': 0.33047250377139836, 'gamma_12': -1.87411153143379, 'gamma_13': 1.555539413379326, 'gamma_14': -2.1138673369270284, 'gamma_15': -0.9664975045477533, 'gamma_16': 2.6486649648327414, 'gamma_17': -0.34244353773904423, 'gamma_18': 0.9116114147840878, 'gamma_19': 2.296838552388343, 'gamma_20': -2.0390128602841058, 'gamma_21': 2.453772653915178, 'gamma_22': 0.8600185494094454, 'gamma_23': 2.1686716081375645, 'gamma_24': -0.7893700196310576, 'gamma_25': 1.0702303139919138, 'gamma_26': 2.2735262287641356, 'gamma_27': -1.8851457399274851, 'gamma_28': -3.0549280218549453, 'gamma_29': -1.7006423594431521, 'gamma_30': -2.737753863910207, 'gamma_31': -1.8846149953322544, 'gamma_32': -1.0904538478140182, 'gamma_33': 0.32125382133288716, 'gamma_34': 0.7146525808595161, 'gamma_35': 0.294290154417149, 'gamma_36': -1.724262998374929, 'gamma_37': -1.5529230433939576, 'gamma_38': -1.9528818605353309, 'beta_0': -2.8965417410088463, 'beta_1': 2.7944800910215073, 'beta_2': 1.3918413588981706, 'beta_3': 1.5856748441418147, 'beta_4': -1.165151085809743, 'beta_5': 2.9344844708534072, 'beta_6': -1.7540541324199745, 'beta_7': 2.335798810600236, 'beta_8': 1.7713960196078387, 'beta_9': -1.688649674048342, 'beta_10': -1.2491700011349984, 'beta_11': 1.2718274012201904, 'beta_12': 1.8527040916746673, 'beta_13': -1.5143039974168642, 'beta_14': 0.4551510862774423, 'beta_15': -0.579453720756843, 'beta_16': -2.4239846614848046, 'beta_17': -2.804372960986186, 'beta_18': -0.46074744805022394, 'beta_19': 1.0901003969531593, 'beta_20': -1.9677758302512247, 'beta_21': -2.7170269376104805, 'beta_22': -0.13572765699747746, 'beta_23': 1.9104581384473511, 'beta_24': 0.35665179711762895, 'beta_25': -2.278005337713335, 'beta_26': -0.6438146022864424, 'beta_27': -2.2051182731772454, 'beta_28': -3.0961888468546026, 'beta_29': -1.2739883063590007, 'beta_30': 1.0596157682350427, 'beta_31': 1.0640842648200883, 'beta_32': -2.644770272626718, 'beta_33': -3.136632873423584, 'beta_34': 1.5942147037873207, 'beta_35': -1.8255495793026797, 'beta_36': 3.0599495142779536, 'beta_37': -2.305745440421806, 'beta_38': 1.1496491107918654}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 04:36:44,271] Trial 44 finished with value: -31.663375153106713 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': -2.886703682656345, 'gamma_1': 1.6667811570764757, 'gamma_2': 0.24872203941293497, 'gamma_3': -0.16518080040051603, 'gamma_4': -0.7245182199219786, 'gamma_5': 1.7797951954410747, 'gamma_6': 3.131223818626507, 'gamma_7': 2.8258398941063554, 'gamma_8': -2.7497239523951684, 'gamma_9': -0.45000043312006566, 'gamma_10': -2.5119205413842716, 'gamma_11': 0.06887737242758624, 'gamma_12': -2.8002761757308594, 'gamma_13': 2.3542106596017973, 'gamma_14': -1.6104766963829467, 'gamma_15': -1.873941094477567, 'gamma_16': 1.4117314640790573, 'gamma_17': 3.125248774531424, 'gamma_18': 0.35849946432161905, 'gamma_19': 2.762926398284905, 'gamma_20': -1.420489806987031, 'gamma_21': 1.7816769258540455, 'gamma_22': -0.7438018136393425, 'gamma_23': 1.3894636105587008, 'gamma_24': -0.014730998655195338, 'gamma_25': 1.6628764554503765, 'gamma_26': -1.1130902658360342, 'gamma_27': -0.188320622669234, 'gamma_28': 0.7980932524528908, 'gamma_29': -0.8262553191754748, 'gamma_30': 2.168088171780621, 'gamma_31': -1.1656813201026939, 'gamma_32': -1.6485817573396535, 'gamma_33': -0.46771957371199957, 'gamma_34': -2.5876589567474837, 'gamma_35': -2.7637227038079577, 'gamma_36': 1.2483427713186153, 'gamma_37': -2.9937370425394167, 'gamma_38': -0.8084108619692121, 'gamma_39': 2.1680648024461657, 'gamma_40': 1.332792619175448, 'gamma_41': -0.7523851154623573, 'gamma_42': -0.4145093292893569, 'gamma_43': 1.9706086754057395, 'gamma_44': -0.8072117854142857, 'gamma_45': -1.5893574812145639, 'gamma_46': 1.86327684605476, 'gamma_47': -0.17301947094122916, 'gamma_48': 0.35957289601924286, 'gamma_49': 2.7854909958656267, 'beta_0': -2.7815434118847953, 'beta_1': 1.6497148128296966, 'beta_2': 3.111304824832455, 'beta_3': 0.6863018695132141, 'beta_4': -1.6420037084338595, 'beta_5': 0.771474580102355, 'beta_6': -2.8088198537340983, 'beta_7': 2.8616356336601756, 'beta_8': -1.224029326145898, 'beta_9': 2.1141951839182003, 'beta_10': -1.8622626519386243, 'beta_11': 0.7014850341458344, 'beta_12': -0.26248990963552726, 'beta_13': -1.0156595164138387, 'beta_14': -0.9576688503984765, 'beta_15': 2.146395911993681, 'beta_16': 0.45700361636979436, 'beta_17': -0.9740932728183589, 'beta_18': -1.5822156587119875, 'beta_19': 0.48422830651825505, 'beta_20': -3.1398595761617996, 'beta_21': -1.497676717258935, 'beta_22': 0.7685424523568891, 'beta_23': 1.1991075519778374, 'beta_24': 2.5298063796689867, 'beta_25': 1.1072305536209943, 'beta_26': -0.3681513557148024, 'beta_27': 0.11655411234348212, 'beta_28': -0.3631169315137556, 'beta_29': 0.1080265245169374, 'beta_30': -2.7796741978910204, 'beta_31': -0.017301823530273985, 'beta_32': 0.5780032733899795, 'beta_33': -1.553643589671776, 'beta_34': 2.695467466716123, 'beta_35': -2.4377500224301962, 'beta_36': 2.0159233748970524, 'beta_37': -1.3540183419421092, 'beta_38': -1.4696943550069477, 'beta_39': 2.435773811145396, 'beta_40': -2.4210202505877745, 'beta_41': -3.111430027671296, 'beta_42': 1.1065973174758539, 'beta_43': 0.8887163431785756, 'beta_44': -1.5144528059284397, 'beta_45': 1.3595704317478767, 'beta_46': -0.2506153218191485, 'beta_47': -0.038040158611125, 'beta_48': 0.49696326426676585, 'beta_49': 2.8143157690508627}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 04:56:53,961] Trial 45 finished with value: -31.044250243259405 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': -1.1371113164851994, 'gamma_1': 0.4774091309860887, 'gamma_2': 2.318668711658942, 'gamma_3': -0.656395012590277, 'gamma_4': 0.1789346066484483, 'gamma_5': -2.461486416039218, 'gamma_6': 2.2396749451876388, 'gamma_7': 1.9167908817300812, 'gamma_8': -1.1587571882757695, 'gamma_9': -0.02725745840339, 'gamma_10': -0.7924479017647652, 'gamma_11': 1.2960275407640054, 'gamma_12': -1.3466819275631576, 'gamma_13': -0.9089857279202892, 'gamma_14': -2.4675615336454886, 'gamma_15': -1.4680557674279426, 'gamma_16': 0.4859866845252796, 'gamma_17': -1.2992751760160082, 'gamma_18': 1.4059735852518882, 'gamma_19': 1.8785818103552436, 'gamma_20': -2.550535819273344, 'gamma_21': 0.7175461503442622, 'gamma_22': -0.29639071057100985, 'gamma_23': 2.6119266616467214, 'gamma_24': -2.7883595408419364, 'gamma_25': 2.0839033587046507, 'gamma_26': -2.372087229364787, 'gamma_27': -1.099632311402776, 'gamma_28': -0.024887290897328107, 'gamma_29': -0.8478986756004652, 'gamma_30': -1.2705398229119294, 'gamma_31': -0.34496863429589253, 'gamma_32': 1.2783132304521418, 'gamma_33': 1.4843510015030281, 'gamma_34': -1.7975162859522003, 'gamma_35': -0.8642887505503551, 'gamma_36': -1.9882450391448874, 'gamma_37': -2.101990966120142, 'gamma_38': 0.8769257215892148, 'gamma_39': 3.138679330274346, 'gamma_40': 0.20787021916952986, 'gamma_41': 2.332853640988719, 'gamma_42': -1.6227215920356208, 'gamma_43': -0.021279464800612935, 'gamma_44': 1.7161702771546954, 'gamma_45': 1.28037378877459, 'beta_0': 0.48745114851809157, 'beta_1': 2.2507158567038665, 'beta_2': 2.2996678234332837, 'beta_3': 1.957814816187101, 'beta_4': 0.48401945998728446, 'beta_5': 1.3013636570793123, 'beta_6': -1.2290531129920863, 'beta_7': 1.8809114982018444, 'beta_8': -0.43758889636952547, 'beta_9': -1.4214701271077608, 'beta_10': -2.8048501353542523, 'beta_11': -0.43879556167051237, 'beta_12': 1.204947226695559, 'beta_13': -0.06899432757637947, 'beta_14': 0.021649274028392368, 'beta_15': 1.1854273820484573, 'beta_16': -0.4272493615395856, 'beta_17': -2.042546367201572, 'beta_18': -2.1733531616640875, 'beta_19': -2.931790758239041, 'beta_20': 1.0335163747046827, 'beta_21': 0.07237202567964496, 'beta_22': -0.42389227279902375, 'beta_23': -0.35870126349826237, 'beta_24': 3.060401277993744, 'beta_25': 0.7250253085231283, 'beta_26': 0.5453073540726132, 'beta_27': -1.4384734177764604, 'beta_28': 2.2502293679180267, 'beta_29': -1.0982113520242542, 'beta_30': -1.6105677089229913, 'beta_31': -0.6780142467211876, 'beta_32': 1.399324710283341, 'beta_33': -2.595557505409811, 'beta_34': 1.134698393706367, 'beta_35': 1.285302733193964, 'beta_36': -0.8224322051012862, 'beta_37': 0.2123607098891196, 'beta_38': 2.379583883963886, 'beta_39': 3.1241249294871816, 'beta_40': -0.7624416675160279, 'beta_41': -2.4410658243248022, 'beta_42': 2.375502275791229, 'beta_43': -0.16396672674522422, 'beta_44': 1.875042135299872, 'beta_45': -1.6593200952505163}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 05:12:06,120] Trial 46 finished with value: -31.040250156871263 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': -1.612791414927284, 'gamma_1': 1.4097592664896137, 'gamma_2': 1.9517264936360936, 'gamma_3': -1.3209302490186305, 'gamma_4': 0.6472017394795478, 'gamma_5': -1.938113713059396, 'gamma_6': 1.0581077521236075, 'gamma_7': 3.0813278693632404, 'gamma_8': -0.4346479385024913, 'gamma_9': -1.478630389602228, 'gamma_10': -0.10072730921679862, 'gamma_11': -2.450438547041982, 'gamma_12': -3.092514978735597, 'gamma_13': -0.14195773453229232, 'gamma_14': 2.3853082690552503, 'gamma_15': -0.4524006990347458, 'gamma_16': -1.8950662765044477, 'gamma_17': 1.0644535202789827, 'gamma_18': -0.7223945096227715, 'gamma_19': 1.6296495428217996, 'gamma_20': -0.31503775616370944, 'gamma_21': 2.118501536337154, 'gamma_22': -1.6177437611792698, 'gamma_23': 3.1023914654643376, 'gamma_24': 2.4185018291037026, 'gamma_25': 2.8952135668405514, 'gamma_26': -0.05805548251615056, 'gamma_27': -2.298515898873938, 'gamma_28': -1.023796279023439, 'gamma_29': -2.644825328610213, 'gamma_30': -0.366119382717514, 'gamma_31': -2.3012105436038737, 'gamma_32': -2.743411790671773, 'gamma_33': 2.503612019365269, 'gamma_34': 2.078639832049169, 'beta_0': -2.139074716873567, 'beta_1': 1.3535878183005312, 'beta_2': 1.2753195281977443, 'beta_3': -0.297160308022242, 'beta_4': -2.3851332399759113, 'beta_5': 2.201103135553282, 'beta_6': -0.8703165193603246, 'beta_7': 1.5136922572646827, 'beta_8': -3.0995418198678824, 'beta_9': -2.2259457890301455, 'beta_10': -2.034581484308359, 'beta_11': 2.762470687360241, 'beta_12': 0.5484397442170204, 'beta_13': -0.519519954304422, 'beta_14': -1.3663477258842072, 'beta_15': 0.05337130123719591, 'beta_16': -2.0099418773782682, 'beta_17': -1.6530490702018585, 'beta_18': -1.1302143942403806, 'beta_19': 0.05383060461670852, 'beta_20': -1.2231683516375655, 'beta_21': -1.8812586884935287, 'beta_22': 3.116194749898322, 'beta_23': -0.96872531469436, 'beta_24': 1.8263045916571605, 'beta_25': 1.6230714955312013, 'beta_26': -2.7995797143970567, 'beta_27': -3.097049488099519, 'beta_28': 0.8481041173392908, 'beta_29': -2.6744393459497764, 'beta_30': -2.099612705167154, 'beta_31': -1.457577121607709, 'beta_32': -0.3873406547066005, 'beta_33': -2.094447700244535, 'beta_34': 0.2635504578874113}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 06:05:26,546] Trial 47 finished with value: -30.06437499727707 and parameters: {'optimizer': 'QN-SPSA', 'reps': 33, 'gamma_0': -2.230943947267322, 'gamma_1': 1.9219241535108806, 'gamma_2': 0.9433640674406545, 'gamma_3': 0.7026663167834764, 'gamma_4': 1.7479390300510553, 'gamma_5': -2.3045452421662587, 'gamma_6': -1.9021022431279175, 'gamma_7': 1.6848721208028126, 'gamma_8': -1.672916851475088, 'gamma_9': -0.6417661405547634, 'gamma_10': -2.191166191732317, 'gamma_11': -1.7985954535923971, 'gamma_12': -2.0941954132017275, 'gamma_13': 1.7513608663652784, 'gamma_14': -2.7738857653399207, 'gamma_15': -2.874780083543404, 'gamma_16': -0.08438378867321017, 'gamma_17': -2.022536872292885, 'gamma_18': 0.11977803375208462, 'gamma_19': 2.9216121422429904, 'gamma_20': -1.8783071592344673, 'gamma_21': 1.4149955635118001, 'gamma_22': -2.2588778001864553, 'gamma_23': -0.7145268286148923, 'gamma_24': -3.117111322247092, 'gamma_25': 0.14804237361289818, 'gamma_26': 0.6278737563334883, 'gamma_27': -3.1157846523626938, 'gamma_28': -2.68552389009185, 'gamma_29': 0.4217302097956983, 'gamma_30': -1.781381992404733, 'gamma_31': -1.3972372122050778, 'gamma_32': 3.134116637363549, 'beta_0': -1.6049397713891314, 'beta_1': 0.25335383584094007, 'beta_2': 0.6726915597587758, 'beta_3': 0.26475488240629774, 'beta_4': -0.273562367882377, 'beta_5': 2.759257694138226, 'beta_6': -1.4699019226986587, 'beta_7': -0.021800992017992238, 'beta_8': 1.2785231615643424, 'beta_9': 0.5150861032067598, 'beta_10': 0.8328358852458679, 'beta_11': -0.7675341213217528, 'beta_12': -0.7391458081789906, 'beta_13': 1.086520072879554, 'beta_14': 2.575196964094595, 'beta_15': 1.4639465471161075, 'beta_16': 2.523214337197586, 'beta_17': -1.2120983338423483, 'beta_18': -2.697886352336853, 'beta_19': 2.796210629020662, 'beta_20': -2.8310714373118957, 'beta_21': -0.48724570751134433, 'beta_22': 0.12384923963643724, 'beta_23': 0.7535874411534489, 'beta_24': 1.278168267191381, 'beta_25': -2.9407649511668605, 'beta_26': 1.1467597080525262, 'beta_27': -2.4116368445266816, 'beta_28': 1.7575353417753818, 'beta_29': -0.6686639272749263, 'beta_30': -2.807069347715576, 'beta_31': 0.28038144758364636, 'beta_32': -1.7770129743993066}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 06:23:14,053] Trial 48 finished with value: -29.96537514890885 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -0.5206755511604819, 'gamma_1': -0.030796913033538598, 'gamma_2': 1.2213490354938625, 'gamma_3': 1.5112256633330334, 'gamma_4': 2.3214399333148217, 'gamma_5': 0.32650932235299346, 'gamma_6': -0.10496513562852039, 'gamma_7': 2.3591925710051167, 'gamma_8': -0.8522865417974763, 'gamma_9': -1.9960595676273316, 'gamma_10': -3.1284559702913657, 'gamma_11': -1.3404770934076524, 'gamma_12': -1.6528599184195483, 'gamma_13': 0.9965067290513989, 'gamma_14': -1.0364329265196288, 'gamma_15': 0.1882656679828099, 'gamma_16': -1.1495709327665253, 'gamma_17': 0.5677605539275588, 'gamma_18': 2.471979866698173, 'gamma_19': 2.23993654557253, 'gamma_20': 1.4869486766603945, 'gamma_21': 2.874491520813991, 'gamma_22': -2.8308131396907563, 'gamma_23': 1.7397997906665499, 'gamma_24': -1.8432791581517476, 'gamma_25': 3.1243772582204663, 'gamma_26': 3.131734741685328, 'gamma_27': -0.5233238392119052, 'gamma_28': -1.9656747747353032, 'gamma_29': 1.3695489866385735, 'gamma_30': 0.3157239369721152, 'gamma_31': 0.7972502458000674, 'gamma_32': -2.090194691389985, 'gamma_33': 1.9764621456552267, 'gamma_34': -1.0130428390460389, 'gamma_35': -3.126069295716095, 'gamma_36': -0.9582088780408194, 'gamma_37': -0.5788157943949844, 'gamma_38': -0.5061260266506304, 'gamma_39': -0.42750300847348055, 'gamma_40': 2.4989106044590423, 'beta_0': -3.1305863779932386, 'beta_1': 1.9448821863505121, 'beta_2': 2.771450864289865, 'beta_3': 1.058608260202411, 'beta_4': -0.6371140750478168, 'beta_5': 1.6811257551877465, 'beta_6': -2.084544837783309, 'beta_7': 2.465335974452808, 'beta_8': 3.042389663559549, 'beta_9': -0.16178468769563725, 'beta_10': 2.2765354837257927, 'beta_11': 1.021898223332807, 'beta_12': 1.6108455968865045, 'beta_13': -2.6219672235860254, 'beta_14': 0.833203770749375, 'beta_15': 2.889862611405152, 'beta_16': -2.9028739434924233, 'beta_17': -0.7058717746572731, 'beta_18': -0.5685407941187756, 'beta_19': 0.8769084778440667, 'beta_20': -2.434430342235103, 'beta_21': 3.1178849114628857, 'beta_22': -2.4083526891373084, 'beta_23': 1.482955113481053, 'beta_24': 2.489172408420795, 'beta_25': -1.1869719892529194, 'beta_26': -0.9126412707953255, 'beta_27': -2.822224276407016, 'beta_28': -0.6995770921624415, 'beta_29': -3.0769233465642394, 'beta_30': -0.8412477010466002, 'beta_31': 1.4867010882695413, 'beta_32': -2.7413402197391217, 'beta_33': -0.34046261770483177, 'beta_34': -1.0726479768433224, 'beta_35': -3.1382354851998517, 'beta_36': 2.5930952351855163, 'beta_37': 1.8057220218112813, 'beta_38': 1.1005983273721092, 'beta_39': 0.9589327092027065, 'beta_40': 0.5266099115664296}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 06:43:59,632] Trial 49 finished with value: -32.17400018864274 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 0.8071868124727987, 'gamma_1': 0.901370533025662, 'gamma_2': 0.7022377893478231, 'gamma_3': -0.22062376632966393, 'gamma_4': 3.068641635874224, 'gamma_5': -1.059808729508741, 'gamma_6': 1.5420731821964808, 'gamma_7': -1.6054678938567681, 'gamma_8': 0.2529809305861439, 'gamma_9': -0.9417593201267858, 'gamma_10': -1.4262544747293082, 'gamma_11': -0.47571084596180646, 'gamma_12': -2.4996088003838395, 'gamma_13': -0.5288641165738464, 'gamma_14': 1.7691296401483456, 'gamma_15': -2.4292663871428326, 'gamma_16': 1.810081702858665, 'gamma_17': 2.0070588956615203, 'gamma_18': 3.003885514652487, 'gamma_19': -2.442507000418119, 'gamma_20': 2.0632477532057485, 'gamma_21': 3.1398967632995882, 'gamma_22': 0.0327039315626132, 'gamma_23': -1.2909394429043737, 'gamma_24': -1.2486968758289694, 'gamma_25': 0.8826133135201661, 'gamma_26': 2.6432605579217703, 'gamma_27': 0.46622594336433293, 'gamma_28': -1.5171992967260504, 'gamma_29': 2.647683537127578, 'gamma_30': -2.845642066119006, 'gamma_31': -2.710428691453662, 'gamma_32': -0.7314216784370031, 'gamma_33': 1.2329059257806803, 'gamma_34': -0.04593998176155495, 'gamma_35': -1.589196093181535, 'gamma_36': -2.68262799335098, 'gamma_37': 0.7579639432867342, 'gamma_38': -2.3476852696107553, 'gamma_39': -3.1156301070338035, 'gamma_40': 0.9009939889144531, 'gamma_41': 1.2477511058553787, 'gamma_42': 0.15412920586811407, 'gamma_43': -0.34814716565602755, 'gamma_44': 3.1117750987905315, 'gamma_45': 1.3450096802225526, 'gamma_46': -1.1590737745902235, 'gamma_47': 0.025747561276405317, 'beta_0': -0.41199165361517, 'beta_1': 2.5655342074688994, 'beta_2': 1.9767119423382422, 'beta_3': -0.813826895868866, 'beta_4': -0.0011992796218129875, 'beta_5': 1.8113368777198062, 'beta_6': -0.5507346415093706, 'beta_7': 0.6936034914329041, 'beta_8': 2.046996552392657, 'beta_9': -1.1437466383561867, 'beta_10': -1.545101728930283, 'beta_11': 1.9194936410472259, 'beta_12': 2.048164046546643, 'beta_13': -2.177925817810388, 'beta_14': -0.25271450698364084, 'beta_15': -0.5925883830998543, 'beta_16': -3.113996282758133, 'beta_17': -2.7866485259223244, 'beta_18': -1.7626618815656347, 'beta_19': 2.044069918711931, 'beta_20': -0.15337807953026306, 'beta_21': -2.5290676297127623, 'beta_22': 1.7905945020281322, 'beta_23': 2.078815698268675, 'beta_24': 2.8016822748016867, 'beta_25': -0.0805608691564833, 'beta_26': -2.2576038316100813, 'beta_27': -1.9272788975009796, 'beta_28': 0.10463971798351004, 'beta_29': -2.0503256277097015, 'beta_30': 2.3625673406644023, 'beta_31': 2.1746664444471993, 'beta_32': -1.2597825758473113, 'beta_33': 0.8654081464720482, 'beta_34': 2.3410984450884107, 'beta_35': -1.6020581632371367, 'beta_36': 1.8011230928233526, 'beta_37': -2.4268286957769933, 'beta_38': 0.12988418007145153, 'beta_39': 1.797998484600075, 'beta_40': -2.0607239131255697, 'beta_41': -0.30048357646343915, 'beta_42': -0.5864161685680493, 'beta_43': 1.573385803523707, 'beta_44': -1.167272867491099, 'beta_45': 1.5145311273372273, 'beta_46': 1.6370138765616025, 'beta_47': -0.3846621171285521}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 07:04:53,077] Trial 50 finished with value: -31.218996477737456 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 0.9331627338743761, 'gamma_1': 0.8971277642779332, 'gamma_2': 0.5311137233890951, 'gamma_3': -0.8338941034860465, 'gamma_4': -1.088815469469556, 'gamma_5': -0.6745487281306495, 'gamma_6': 1.6622070610183945, 'gamma_7': -1.4536993331355614, 'gamma_8': 0.8080028010994655, 'gamma_9': -2.5793072403488875, 'gamma_10': -1.266626621976207, 'gamma_11': -0.15863542728038138, 'gamma_12': -2.56181048918517, 'gamma_13': -1.2858954255951764, 'gamma_14': 1.3850667050709748, 'gamma_15': -2.4290537130247785, 'gamma_16': 2.810197472312452, 'gamma_17': 2.1157394147965243, 'gamma_18': 3.140817264128794, 'gamma_19': -2.028011904611608, 'gamma_20': 1.9589264854196682, 'gamma_21': 3.060560564318786, 'gamma_22': 0.5862014108536096, 'gamma_23': -1.667250410298569, 'gamma_24': -1.3092434127010804, 'gamma_25': 1.14021471580454, 'gamma_26': 2.5017200967281106, 'gamma_27': 0.658932750278822, 'gamma_28': -1.6045540002813565, 'gamma_29': 2.3672383194314603, 'gamma_30': -2.7735330068624173, 'gamma_31': -2.795530613709764, 'gamma_32': -0.6068951383310328, 'gamma_33': -2.9772726661010234, 'gamma_34': -0.1777300163121328, 'gamma_35': -1.5849183099405195, 'gamma_36': 2.468064905579557, 'gamma_37': 0.7635874689262437, 'gamma_38': -2.2961904725401756, 'gamma_39': -2.9099743517278633, 'gamma_40': 0.928713274952683, 'gamma_41': 1.1817468647840925, 'gamma_42': 0.6790299160142714, 'gamma_43': -0.22265405769443591, 'gamma_44': 2.0960584472674686, 'gamma_45': 1.761280628551121, 'gamma_46': -1.6784400522216714, 'gamma_47': 0.3106343414826407, 'beta_0': 0.10637013484875146, 'beta_1': 2.8738972111099175, 'beta_2': 1.9855606440847475, 'beta_3': -0.8946193873861666, 'beta_4': 0.10156061087217616, 'beta_5': 1.0822102135522218, 'beta_6': -0.13456851342334908, 'beta_7': 0.5691709655352697, 'beta_8': 2.785357362269902, 'beta_9': -1.163148367520987, 'beta_10': -0.9704148415565504, 'beta_11': 1.9173504840015567, 'beta_12': 2.6374121155625443, 'beta_13': -2.099896506176166, 'beta_14': -0.37708087458468875, 'beta_15': -1.0028644734643652, 'beta_16': -2.4534756051610858, 'beta_17': -0.29014335032228633, 'beta_18': -1.64952301784813, 'beta_19': 2.099290132432564, 'beta_20': -0.26344141463394116, 'beta_21': -1.2847276130869258, 'beta_22': 1.9056786128422214, 'beta_23': 2.9815239073844513, 'beta_24': 2.704010052693438, 'beta_25': -3.1368653422939206, 'beta_26': -2.3211998031058987, 'beta_27': -2.0189939080388264, 'beta_28': 1.2532204004786012, 'beta_29': -2.8657763382629278, 'beta_30': 1.886821019939322, 'beta_31': 2.7240624534220794, 'beta_32': -1.3153412268535754, 'beta_33': 0.7930362811508549, 'beta_34': 2.4215283092888784, 'beta_35': -1.6253289910335667, 'beta_36': 1.0502932218114929, 'beta_37': -2.415828245914852, 'beta_38': -0.040225397645455074, 'beta_39': 1.8668196607240584, 'beta_40': -1.9572582208467855, 'beta_41': -0.07793016219368332, 'beta_42': -0.5951192988065174, 'beta_43': 2.1036717347627194, 'beta_44': -1.5134272092922998, 'beta_45': 1.877143850491955, 'beta_46': 2.149552537391711, 'beta_47': -0.1592274880415748}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 07:23:42,140] Trial 51 finished with value: -31.33649995592757 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 1.6565313737103207, 'gamma_1': 1.2971654771748298, 'gamma_2': 0.7573491693451617, 'gamma_3': 0.39256810099181433, 'gamma_4': 3.057459689979014, 'gamma_5': -1.0829900206935106, 'gamma_6': 2.036346149983507, 'gamma_7': -1.4370671351585393, 'gamma_8': 0.4216094731815491, 'gamma_9': -0.9848637337465985, 'gamma_10': -1.9386297951049298, 'gamma_11': -0.5999359028764771, 'gamma_12': -2.913904659975313, 'gamma_13': -0.6490545556560997, 'gamma_14': 1.8027579652970669, 'gamma_15': -1.9305624999738318, 'gamma_16': 1.7469229309594911, 'gamma_17': 1.4461772494188079, 'gamma_18': 2.8463215905912613, 'gamma_19': -2.637832753616284, 'gamma_20': 3.07045360833737, 'gamma_21': 2.5314736666906814, 'gamma_22': 0.2859582635500421, 'gamma_23': -1.1036383963053358, 'gamma_24': -0.9367091955170784, 'gamma_25': 0.7407993043979334, 'gamma_26': 2.7854029822137374, 'gamma_27': 1.3287709030889543, 'gamma_28': -1.298638842944925, 'gamma_29': 2.6614770464751256, 'gamma_30': -2.2261564207910625, 'gamma_31': -2.021742303658196, 'gamma_32': -0.9531601913216314, 'gamma_33': 1.265195845038522, 'gamma_34': 0.6431012222078123, 'gamma_35': -2.5493336320289077, 'gamma_36': -2.6048459546398446, 'gamma_37': 1.7063527147272788, 'gamma_38': -1.51363740833801, 'gamma_39': -2.359991157088059, 'gamma_40': -0.8041654106399655, 'gamma_41': 2.2642738360601156, 'gamma_42': 2.1989802737990334, 'gamma_43': -1.7007769088993518, 'beta_0': 1.1878938629599038, 'beta_1': 2.6257862166692205, 'beta_2': 1.7518729968867384, 'beta_3': -1.5769371893993767, 'beta_4': -0.07016738247947664, 'beta_5': 1.8315549133740063, 'beta_6': -0.4941261656879101, 'beta_7': 0.759405711954257, 'beta_8': 2.107229161946133, 'beta_9': -0.4035695780497357, 'beta_10': -1.53755678301395, 'beta_11': 1.4269971463074214, 'beta_12': 2.0694754455871225, 'beta_13': -1.8090861766725401, 'beta_14': -0.7851497311771207, 'beta_15': 0.15048539658456095, 'beta_16': -2.923759964179239, 'beta_17': -2.760994456393664, 'beta_18': -1.0698012186033898, 'beta_19': 1.5602964938068924, 'beta_20': 0.36155500537893603, 'beta_21': -2.4932153185455346, 'beta_22': 1.4869183791831018, 'beta_23': 2.0267279758622188, 'beta_24': 3.021564284015011, 'beta_25': -0.11483591379371427, 'beta_26': -1.9105679912402458, 'beta_27': -2.405630845096172, 'beta_28': -0.1231954268850014, 'beta_29': -1.8735886660043068, 'beta_30': 2.8117888568074, 'beta_31': 2.8084773825853127, 'beta_32': -0.5141774535756074, 'beta_33': 1.9202403132114156, 'beta_34': 1.9976520452537407, 'beta_35': -2.5820056168935293, 'beta_36': 1.8064633263361793, 'beta_37': -1.7730808973942724, 'beta_38': 0.47326409144593196, 'beta_39': 1.593207390218542, 'beta_40': -3.1054731339574797, 'beta_41': -0.5737842431098975, 'beta_42': -0.3684487886032028, 'beta_43': 1.381421251852606}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 07:43:32,206] Trial 52 finished with value: -30.760375511666563 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': 0.8954043587348509, 'gamma_1': 0.4736858970819605, 'gamma_2': 0.09524444017765377, 'gamma_3': -0.2941872025081404, 'gamma_4': 2.813606299010002, 'gamma_5': -0.20892573537406683, 'gamma_6': 2.849542462937501, 'gamma_7': -2.807811287168465, 'gamma_8': 1.5105415394766233, 'gamma_9': -1.3963232256847151, 'gamma_10': -2.869472310027722, 'gamma_11': -1.0635427142396203, 'gamma_12': -2.097601285131064, 'gamma_13': -0.4845751010824375, 'gamma_14': 2.8078418725464243, 'gamma_15': -2.5413250228101236, 'gamma_16': 2.068608871836396, 'gamma_17': 0.7796961731367146, 'gamma_18': 2.3133898975890674, 'gamma_19': 0.6987442898526932, 'gamma_20': 2.6970592520919174, 'gamma_21': -2.672635282154178, 'gamma_22': 0.021304894952805742, 'gamma_23': -1.3743012283102969, 'gamma_24': -1.7246128132964165, 'gamma_25': -0.23224291233162675, 'gamma_26': 1.9057304286286652, 'gamma_27': 0.5314738119757456, 'gamma_28': -2.262050025247343, 'gamma_29': 2.817932043368949, 'gamma_30': -2.8610032084172627, 'gamma_31': -2.6038920431051595, 'gamma_32': 0.01930930365711392, 'gamma_33': 0.7212292729138533, 'gamma_34': -0.5490857465491485, 'gamma_35': -1.2264010605401503, 'gamma_36': -3.1366220164258043, 'gamma_37': 0.641873386117271, 'gamma_38': -3.0567550625176287, 'gamma_39': 0.6402178034713182, 'gamma_40': 0.46056379423463556, 'gamma_41': 0.7620239185094739, 'gamma_42': -1.3730203854204728, 'gamma_43': 1.9487994679847689, 'gamma_44': 3.1394361559270316, 'gamma_45': 2.213420722418443, 'gamma_46': -1.0220360616407576, 'beta_0': -0.27266156844281575, 'beta_1': 3.135450221147103, 'beta_2': 2.4425872955656054, 'beta_3': -0.6168330566046935, 'beta_4': 0.8094481389161204, 'beta_5': 2.2988856799776984, 'beta_6': 0.1435747800764297, 'beta_7': -0.0741613294190826, 'beta_8': 2.4749259771567202, 'beta_9': -2.898725028412764, 'beta_10': -1.3065184017669809, 'beta_11': 2.2231472830301016, 'beta_12': 1.094017409571748, 'beta_13': -2.6900959345000155, 'beta_14': -0.03607127001583449, 'beta_15': 0.5581269647736089, 'beta_16': -3.0937257308086052, 'beta_17': -2.195669835527309, 'beta_18': -2.1048993967916925, 'beta_19': 1.2261135817319706, 'beta_20': 0.0036067424641866297, 'beta_21': -2.950235513709853, 'beta_22': 1.1013107966623112, 'beta_23': 2.477779330372396, 'beta_24': 2.0791205450768833, 'beta_25': -0.7856092126969538, 'beta_26': -3.1155005782584215, 'beta_27': -1.7327235197929676, 'beta_28': 0.1526767926286523, 'beta_29': -1.5085305216681206, 'beta_30': 2.1288957962846466, 'beta_31': 2.1253353197522067, 'beta_32': -0.8689975779076627, 'beta_33': 0.5549870850785867, 'beta_34': 2.5966844250773993, 'beta_35': -1.0350202217623936, 'beta_36': 0.565766467625048, 'beta_37': -1.0234905189162884, 'beta_38': 0.0367282133704145, 'beta_39': 2.3918264764534825, 'beta_40': -1.3036800427451722, 'beta_41': 0.5225221896129202, 'beta_42': -1.2383258539715258, 'beta_43': 3.133310781282795, 'beta_44': -0.6219525001591251, 'beta_45': 0.7170835061216145, 'beta_46': 1.1533959809501322}. Best is trial 16 with value: -32.23824975008396.
[I 2021-08-06 08:04:45,869] Trial 53 finished with value: -32.26900016789193 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': 0.42023418180409505, 'gamma_1': 0.9724249526164349, 'gamma_2': 1.641199779504648, 'gamma_3': 0.1298981535420124, 'gamma_4': 2.100002038829808, 'gamma_5': -0.5332234776638183, 'gamma_6': 1.8467122658703177, 'gamma_7': -0.8568666898826883, 'gamma_8': 0.5776730757764859, 'gamma_9': 0.10058671223601579, 'gamma_10': -2.3553717412141006, 'gamma_11': -0.49651465700478203, 'gamma_12': -2.530966262460864, 'gamma_13': 0.3216031396800859, 'gamma_14': 2.063127294108696, 'gamma_15': -2.0815191617649176, 'gamma_16': 1.200361302168973, 'gamma_17': 2.050228756111531, 'gamma_18': 1.8776111575558463, 'gamma_19': -1.3833070162606178, 'gamma_20': 2.2190568927853307, 'gamma_21': -0.03566658648526755, 'gamma_22': 3.0516392572094153, 'gamma_23': -1.7525583226363306, 'gamma_24': -2.270278439466206, 'gamma_25': 1.3515910683574297, 'gamma_26': 1.1344149794845848, 'gamma_27': 0.05977045420850391, 'gamma_28': -0.3843721987133788, 'gamma_29': 1.968097031239608, 'gamma_30': 1.1110930468027536, 'gamma_31': -1.71318485144686, 'gamma_32': -1.5823548853360065, 'gamma_33': 2.563444859321946, 'gamma_34': 0.35259741835991515, 'gamma_35': -0.654190474029301, 'gamma_36': -2.7845376058529823, 'gamma_37': -0.3018385081827397, 'gamma_38': -2.426813029799338, 'gamma_39': 2.6489920754506557, 'gamma_40': 1.7256884049813928, 'gamma_41': -0.25981006508785626, 'gamma_42': -0.018111782663243092, 'gamma_43': -0.5824075625757164, 'gamma_44': 3.1307641682401055, 'gamma_45': 0.32812198791189306, 'gamma_46': -0.9255803062155992, 'gamma_47': -0.7648603649180572, 'gamma_48': -1.8351600076953407, 'gamma_49': 0.21404290974459572, 'beta_0': 0.36324098869716115, 'beta_1': 2.4497816499265417, 'beta_2': 2.8886146453719648, 'beta_3': -1.133791265908795, 'beta_4': 0.48613639485957316, 'beta_5': 1.485233475879697, 'beta_6': -1.173288452639139, 'beta_7': 1.1395495636842283, 'beta_8': 1.7924043203413471, 'beta_9': -1.4614076854369447, 'beta_10': -2.844666061356092, 'beta_11': 0.5691919310282627, 'beta_12': 0.6485645068111876, 'beta_13': -3.1318804820193495, 'beta_14': 0.1537868437038413, 'beta_15': -0.5770515506134319, 'beta_16': -2.1138005046469246, 'beta_17': -2.6324424102995474, 'beta_18': -2.5610107443669525, 'beta_19': 1.9711303001075908, 'beta_20': 0.7731391391149636, 'beta_21': 0.05853546646934562, 'beta_22': 2.1985059467961583, 'beta_23': 1.7049423182786723, 'beta_24': 1.6805464035510413, 'beta_25': 0.3920081554368864, 'beta_26': -2.2409158615408185, 'beta_27': -1.0517692884398606, 'beta_28': -0.43142651628628126, 'beta_29': -2.4679293288782613, 'beta_30': -1.9292425892349894, 'beta_31': 1.0237652100098256, 'beta_32': -2.0625921465319506, 'beta_33': 1.4434812866486504, 'beta_34': 1.7000026466045308, 'beta_35': -0.41074753051022483, 'beta_36': -0.15927262676654474, 'beta_37': -2.7801836499146546, 'beta_38': -2.121456080114915, 'beta_39': 0.5504415261941915, 'beta_40': -2.656552875396274, 'beta_41': -1.1565610327488076, 'beta_42': 1.0271962687040093, 'beta_43': 0.3977580793154796, 'beta_44': -2.472437234260604, 'beta_45': 2.109090426443041, 'beta_46': 1.0342390132647223, 'beta_47': -1.4439711226655025, 'beta_48': -2.1885729515147467, 'beta_49': -3.059556225738982}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 08:23:52,153] Trial 54 finished with value: -31.72949990648872 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': 0.6265489540798683, 'gamma_1': 0.8542001509011894, 'gamma_2': 1.8922945395827775, 'gamma_3': -0.48522434764238476, 'gamma_4': 2.105779790073206, 'gamma_5': -0.3077671927199734, 'gamma_6': 1.4851809931119702, 'gamma_7': -1.124087227251592, 'gamma_8': 1.0716363911099136, 'gamma_9': 0.6353464104158432, 'gamma_10': -2.2951964617628597, 'gamma_11': 0.42692911598283123, 'gamma_12': -2.465792220060102, 'gamma_13': -0.0619820293441502, 'gamma_14': 2.688953281733042, 'gamma_15': -2.9414552696200795, 'gamma_16': 1.1434223123378988, 'gamma_17': 2.618022878283304, 'gamma_18': 1.8283195169693502, 'gamma_19': -1.7305428482360976, 'gamma_20': 2.146271854039338, 'gamma_21': -0.1295146519706749, 'gamma_22': 2.870004157113853, 'gamma_23': -1.8770724227179105, 'gamma_24': -0.38858531844374733, 'gamma_25': 1.513512512713136, 'gamma_26': 1.1175269295686785, 'gamma_27': 0.057715619965400214, 'gamma_28': -0.35023556283424284, 'gamma_29': 1.7858200855335586, 'gamma_30': 1.1466017892986837, 'gamma_31': -3.095670645945865, 'gamma_32': -1.4425760725520858, 'gamma_33': 2.7240392634407353, 'gamma_34': -3.125767588718777, 'gamma_35': -0.5002639730874008, 'gamma_36': 0.7125518372218944, 'gamma_37': 1.0480540017020539, 'gamma_38': -2.366428447269918, 'gamma_39': 1.8699933601772303, 'gamma_40': 1.5283529948342895, 'gamma_41': -0.478286095125851, 'gamma_42': 0.27329492834221214, 'gamma_43': -0.7059818298035065, 'gamma_44': 1.0609634870496256, 'beta_0': 0.37183878968129425, 'beta_1': 2.54932219820801, 'beta_2': 2.918023418410826, 'beta_3': -1.3153142143134975, 'beta_4': 1.2408247912740384, 'beta_5': 0.43251657735746907, 'beta_6': -1.279242148449315, 'beta_7': 1.165439982626492, 'beta_8': 1.9536379238928419, 'beta_9': -1.5485247071811004, 'beta_10': -2.7908121100925327, 'beta_11': 1.8872356419949137, 'beta_12': 0.6398150154630914, 'beta_13': -3.114684504528842, 'beta_14': 1.8834543450720447, 'beta_15': -0.6271700341883525, 'beta_16': -1.7834475644809014, 'beta_17': -2.4839929855162484, 'beta_18': -3.1129412133133503, 'beta_19': 3.096184312867936, 'beta_20': 1.5470623606260467, 'beta_21': 0.1790574265962384, 'beta_22': 2.1973032805635215, 'beta_23': 1.679610666512546, 'beta_24': 1.6301633199800358, 'beta_25': 0.3515874595947732, 'beta_26': -2.3293381991588675, 'beta_27': -0.5545130453648779, 'beta_28': 0.7731904837987815, 'beta_29': -2.499760759096936, 'beta_30': -1.4989804501202009, 'beta_31': 0.9810172214498083, 'beta_32': -2.0755683395164835, 'beta_33': 1.3212663955810884, 'beta_34': 1.8420846256937298, 'beta_35': -0.26328175395542625, 'beta_36': -0.23254842415645735, 'beta_37': -2.541993806384349, 'beta_38': -2.282619752310349, 'beta_39': 0.3366194647725569, 'beta_40': -2.1900392420423005, 'beta_41': -0.9215325936933503, 'beta_42': 1.0204727587778273, 'beta_43': 0.34405536014541993, 'beta_44': -2.3690257222568603}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 08:39:50,225] Trial 55 finished with value: -32.13012481077985 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': 0.3488230024711123, 'gamma_1': 0.6225646621568238, 'gamma_2': 1.539337043849619, 'gamma_3': -1.3399508037352357, 'gamma_4': 2.71487552169964, 'gamma_5': 0.28185522290499365, 'gamma_6': 1.7890013325608494, 'gamma_7': -2.0254578086417125, 'gamma_8': 0.20687196557931498, 'gamma_9': 0.08458989685202982, 'gamma_10': -1.6124327792662025, 'gamma_11': -0.35363214975402, 'gamma_12': -2.936023786214667, 'gamma_13': -1.0602505881719293, 'gamma_14': 2.0780809675992975, 'gamma_15': -2.076712596405142, 'gamma_16': 1.409849866788759, 'gamma_17': 2.020347609520005, 'gamma_18': 2.0775377259031567, 'gamma_19': -2.6795379093413008, 'gamma_20': 2.5844197690534307, 'gamma_21': -0.9936817725370646, 'gamma_22': 2.1126249984887187, 'gamma_23': -2.679973599185417, 'gamma_24': -2.2431700672238106, 'gamma_25': 2.136260503518512, 'gamma_26': 1.3873242631741025, 'gamma_27': -0.246964007017001, 'gamma_28': -0.8985106097352527, 'gamma_29': 0.9003884205051855, 'gamma_30': 1.4664466864187002, 'gamma_31': -1.6898797565478232, 'gamma_32': -1.1097022855553003, 'gamma_33': 2.2921015821117727, 'gamma_34': -2.631119108723281, 'gamma_35': 0.05749591583155617, 'gamma_36': -1.670231945298052, 'beta_0': 1.6098066987251334, 'beta_1': 2.330249989505113, 'beta_2': 2.177353265542747, 'beta_3': -2.3275669415492923, 'beta_4': 0.5815849525244469, 'beta_5': 1.478427930052589, 'beta_6': 0.3185093271198576, 'beta_7': 0.3830252030461243, 'beta_8': 1.6314784780454992, 'beta_9': -2.081013925389332, 'beta_10': -3.132953245232207, 'beta_11': 1.1925396967848136, 'beta_12': 0.22272846013644884, 'beta_13': -2.859860179134888, 'beta_14': 1.0784742482572134, 'beta_15': -1.240999106874968, 'beta_16': -2.1793674482110346, 'beta_17': -1.5791033459858461, 'beta_18': -2.536711362755577, 'beta_19': 2.721298619441603, 'beta_20': 0.9228533554070608, 'beta_21': 1.6337309383144958, 'beta_22': 1.7696460908084501, 'beta_23': 2.8353264871760655, 'beta_24': 2.610174016788513, 'beta_25': 0.8680012658132379, 'beta_26': -2.7813681998300517, 'beta_27': -1.1771021997972932, 'beta_28': 2.640058011593199, 'beta_29': -2.057810603062921, 'beta_30': -1.8846716135272907, 'beta_31': 3.0820348581272174, 'beta_32': -2.98909072682807, 'beta_33': 2.475202939270314, 'beta_34': 3.066280340502098, 'beta_35': -1.2671657748766814, 'beta_36': -0.12095223490322388}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 08:58:05,352] Trial 56 finished with value: -30.89474993639644 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': 0.2583696246665039, 'gamma_1': 0.6366487532382489, 'gamma_2': 2.4423330950995683, 'gamma_3': -2.725935525878082, 'gamma_4': 2.649604967752328, 'gamma_5': 0.2968961372685286, 'gamma_6': 1.7674629584255412, 'gamma_7': -1.9416485667959689, 'gamma_8': 0.2828935271836211, 'gamma_9': 0.21293755901065947, 'gamma_10': -1.4023745176484725, 'gamma_11': -0.4067265178167987, 'gamma_12': -3.0691646102875083, 'gamma_13': -1.0256634254868784, 'gamma_14': 1.8315513075573866, 'gamma_15': -2.1024660624247162, 'gamma_16': 0.29628099567089916, 'gamma_17': 2.013495881407683, 'gamma_18': 2.8849182452297506, 'gamma_19': -2.5599216876068103, 'gamma_20': 3.118931769254184, 'gamma_21': -1.154596628932441, 'gamma_22': 2.107132520708677, 'gamma_23': -2.516583157354487, 'gamma_24': -2.2981309618588353, 'gamma_25': 2.0405471115193046, 'gamma_26': 1.4910996347369583, 'gamma_27': 0.22538435100319182, 'gamma_28': -0.7959836426502706, 'gamma_29': 0.6651428789883225, 'gamma_30': 2.0644659278052964, 'gamma_31': -1.7128580541263396, 'gamma_32': -1.1253568370276756, 'gamma_33': 2.189852546738645, 'gamma_34': -0.049217889513354006, 'gamma_35': 1.0503477656344287, 'gamma_36': -1.66159217022282, 'gamma_37': -1.1515015573708074, 'gamma_38': -1.8203033948515641, 'gamma_39': 2.570809693189723, 'gamma_40': 0.9042282312025212, 'gamma_41': -0.21354234316220755, 'beta_0': 1.8787667468217317, 'beta_1': 2.3719270731795454, 'beta_2': 2.147887104665842, 'beta_3': -3.050052469724535, 'beta_4': 0.4583144878812499, 'beta_5': 1.4113965080904438, 'beta_6': 0.7597896072389569, 'beta_7': -0.9865235730583709, 'beta_8': 1.5869138063252477, 'beta_9': -2.2121110430918858, 'beta_10': -2.1986390950285446, 'beta_11': 0.599322491394624, 'beta_12': 1.407689101705895, 'beta_13': -2.872598627341231, 'beta_14': 1.1541127958140733, 'beta_15': -1.6193265114466358, 'beta_16': -1.4140441213742643, 'beta_17': -1.7721802568538634, 'beta_18': -2.513363052285174, 'beta_19': 2.6080115599672067, 'beta_20': 0.7485994321695099, 'beta_21': 2.441089774286413, 'beta_22': 1.748636905308135, 'beta_23': 2.2126558994158283, 'beta_24': 2.559523705272785, 'beta_25': 0.861979414379807, 'beta_26': -2.8144473415056366, 'beta_27': -0.9531936570802854, 'beta_28': 2.708257903272327, 'beta_29': -2.068724565338004, 'beta_30': -1.94598071369162, 'beta_31': 0.36505785733861046, 'beta_32': -2.1090873241169046, 'beta_33': 2.475859550483304, 'beta_34': 2.223052053710124, 'beta_35': -1.2288807496933434, 'beta_36': -0.03572001509203475, 'beta_37': -0.30157321547133153, 'beta_38': -1.2769549462584735, 'beta_39': -0.26795509392245376, 'beta_40': -1.3317712263789372, 'beta_41': -0.05750619155318715}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 09:31:39,387] Trial 57 finished with value: -23.59962505729088 and parameters: {'optimizer': 'SPSA', 'reps': 37, 'gamma_0': 0.44619208336023675, 'gamma_1': 0.14942503271822738, 'gamma_2': -2.7854832489299817, 'gamma_3': -1.464246522148336, 'gamma_4': 2.876278472642407, 'gamma_5': 0.5496909576414577, 'gamma_6': 1.0324494330928604, 'gamma_7': -0.854053822522765, 'gamma_8': 1.8439926540249172, 'gamma_9': 1.5135319115944217, 'gamma_10': -0.690856700993973, 'gamma_11': -0.7215187264240119, 'gamma_12': -2.6949127531321286, 'gamma_13': -1.506930193070383, 'gamma_14': 1.106840719714837, 'gamma_15': -1.3028952651966645, 'gamma_16': 1.377342886075747, 'gamma_17': 2.6772250083954123, 'gamma_18': 2.1013218288614226, 'gamma_19': -3.1288859093822685, 'gamma_20': 2.807149271868927, 'gamma_21': -1.5797994692375208, 'gamma_22': 2.4683272942598773, 'gamma_23': -2.812425246441093, 'gamma_24': -2.729277502679081, 'gamma_25': 2.665084604291306, 'gamma_26': 0.9185234902962278, 'gamma_27': -0.1702694332698691, 'gamma_28': -0.0939819451163213, 'gamma_29': 1.2245240062173868, 'gamma_30': 1.5072353635320486, 'gamma_31': -2.1616727704779297, 'gamma_32': -0.47069446018381733, 'gamma_33': 3.1146705903613294, 'gamma_34': -1.0114558396999138, 'gamma_35': 0.22059742113188574, 'gamma_36': -2.209788351285443, 'beta_0': 1.5421366982639682, 'beta_1': 2.1614763758262607, 'beta_2': 1.5462729828762045, 'beta_3': -2.6333644675195518, 'beta_4': 1.6498192539807386, 'beta_5': 1.8955448539620936, 'beta_6': 0.5040666982875635, 'beta_7': 0.24228103766758835, 'beta_8': 1.7926930843303004, 'beta_9': -0.8977412131765442, 'beta_10': -3.0102474819808345, 'beta_11': 1.1902556649086131, 'beta_12': -0.12453481123639032, 'beta_13': -2.262900719043804, 'beta_14': 0.31807795542388495, 'beta_15': -1.1717778276573867, 'beta_16': -2.0443424318557306, 'beta_17': 3.119689295001529, 'beta_18': -2.7651275488008262, 'beta_19': 2.006419139175164, 'beta_20': 1.984123838204439, 'beta_21': 1.5842737979634607, 'beta_22': 1.8957224598594091, 'beta_23': 1.328660176088876, 'beta_24': 1.6706544602501718, 'beta_25': 1.8313463136581778, 'beta_26': 2.692202897904653, 'beta_27': -1.1525582034366322, 'beta_28': -0.3534674338498264, 'beta_29': -2.38747410759841, 'beta_30': -0.07627594461177001, 'beta_31': 2.1667076147844417, 'beta_32': -2.6718182896480465, 'beta_33': 2.2708998146810395, 'beta_34': 2.9598621650791532, 'beta_35': -0.12603199298943846, 'beta_36': 0.1943755001091806}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 09:52:41,200] Trial 58 finished with value: -30.621750731587596 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 1.1363846359237861, 'gamma_1': 1.4523337069571252, 'gamma_2': 1.4995594600637154, 'gamma_3': -2.2472441997462305, 'gamma_4': 3.1176030606258536, 'gamma_5': 1.0902017470222123, 'gamma_6': 0.20324261158145784, 'gamma_7': -1.9917902744626783, 'gamma_8': 0.7614889896875648, 'gamma_9': 0.5738625985754204, 'gamma_10': -1.7314607136117248, 'gamma_11': -0.3429606070241501, 'gamma_12': -3.0033511977822505, 'gamma_13': 0.7353741958955106, 'gamma_14': 2.2068928883595076, 'gamma_15': -2.324793404791376, 'gamma_16': 0.6120930680530763, 'gamma_17': 3.121380808273404, 'gamma_18': 1.744014900900162, 'gamma_19': -1.3399773679330387, 'gamma_20': 2.2272434209381395, 'gamma_21': -0.7037898215598166, 'gamma_22': 2.6556365618791897, 'gamma_23': -2.0763830427442516, 'gamma_24': -2.0600747956006584, 'gamma_25': 1.2686931859587796, 'gamma_26': 1.3674791021653578, 'gamma_27': 0.7771568234873336, 'gamma_28': -1.0189118324589186, 'gamma_29': 0.9083188094065957, 'gamma_30': 1.0616506861018136, 'gamma_31': -1.2582504522927263, 'gamma_32': 0.16129434965232856, 'gamma_33': 2.4308109043720574, 'gamma_34': -2.6825019348396353, 'gamma_35': 0.390616823264121, 'gamma_36': -0.08228810957426837, 'gamma_37': -0.36788748137488914, 'gamma_38': -1.2616813244592175, 'gamma_39': -0.26134007748990085, 'gamma_40': 1.8305461415186808, 'gamma_41': 0.4922411136889555, 'gamma_42': -0.2027085305696837, 'gamma_43': 0.6192934009796784, 'gamma_44': 2.452608021924706, 'gamma_45': 0.4470216290426756, 'gamma_46': -0.7027772164775079, 'gamma_47': -0.9079003088674982, 'gamma_48': -2.845748431455148, 'beta_0': 2.5411984208269396, 'beta_1': 1.7555651913504713, 'beta_2': 1.1502426328640345, 'beta_3': -2.0053672730451457, 'beta_4': -0.2251065351747843, 'beta_5': -3.1327319686574184, 'beta_6': 1.089369161875529, 'beta_7': 0.7362067912764152, 'beta_8': 1.3023651230499915, 'beta_9': -1.934235089263605, 'beta_10': -0.44991239953493123, 'beta_11': 0.007177770531696659, 'beta_12': 0.23505152439840804, 'beta_13': 0.46470266524033066, 'beta_14': 0.8325962750760906, 'beta_15': -1.325400097083988, 'beta_16': -2.1828785651791742, 'beta_17': -2.6290383472860523, 'beta_18': -2.9642158414998483, 'beta_19': 2.278418120026711, 'beta_20': 0.7407324196075347, 'beta_21': 1.7823269396014831, 'beta_22': 2.5383304136320466, 'beta_23': 2.727281552531934, 'beta_24': 2.1129480102604012, 'beta_25': 0.5169023532169859, 'beta_26': -1.8010344168978456, 'beta_27': -0.35479412661710186, 'beta_28': 0.34413161710325757, 'beta_29': -2.7246380218314377, 'beta_30': -1.055976166045234, 'beta_31': 0.8277231599503376, 'beta_32': -1.2559987492499824, 'beta_33': 2.9862976402609904, 'beta_34': 1.5531955177060381, 'beta_35': -0.7069779592144094, 'beta_36': -0.28013963236006684, 'beta_37': -2.0955146685137356, 'beta_38': -2.049628825441044, 'beta_39': 0.7292103632374738, 'beta_40': -2.524059971405414, 'beta_41': -1.6983896939846486, 'beta_42': 0.21475558500883568, 'beta_43': 1.8507334963322188, 'beta_44': -2.0764172573488384, 'beta_45': 2.2694801147077515, 'beta_46': 0.7724799029676727, 'beta_47': -1.2143348249053487, 'beta_48': -2.954089488342475}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 10:10:04,365] Trial 59 finished with value: -31.674500164190903 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -0.1478738906927437, 'gamma_1': 1.836345753996711, 'gamma_2': 0.44588030968195935, 'gamma_3': 0.8221419104031548, 'gamma_4': 1.499191008483523, 'gamma_5': 0.07441710624705367, 'gamma_6': 0.5933239012801861, 'gamma_7': -1.7243501465785551, 'gamma_8': 1.0401655210343024, 'gamma_9': 1.0871834445102737, 'gamma_10': -0.28592507296906033, 'gamma_11': -0.07532424551619937, 'gamma_12': 1.0465623086895672, 'gamma_13': 0.2959995715646357, 'gamma_14': 2.067213966508713, 'gamma_15': -1.6656990680584274, 'gamma_16': 1.5895907984618414, 'gamma_17': 2.363604026325037, 'gamma_18': 2.470824831531207, 'gamma_19': -2.7985497798317716, 'gamma_20': 2.5374391251855437, 'gamma_21': -1.1770831962620685, 'gamma_22': 3.0817215165079244, 'gamma_23': -0.49283482449727467, 'gamma_24': -1.1262509363373925, 'gamma_25': 2.1791719217506342, 'gamma_26': 2.070551810165877, 'gamma_27': 1.131881965034948, 'gamma_28': -1.705842630723606, 'gamma_29': 1.9262054917480187, 'gamma_30': 0.40693446489654894, 'gamma_31': -0.6529448792457901, 'gamma_32': -0.9129778559022981, 'gamma_33': 1.5436102243999585, 'gamma_34': -1.6835326229653038, 'gamma_35': -0.10190020422709839, 'gamma_36': -2.7452481223328924, 'gamma_37': 1.6190892311525251, 'gamma_38': 0.4589060606139588, 'gamma_39': -1.4309495050136347, 'beta_0': 0.5154524452121547, 'beta_1': 0.9757550037875073, 'beta_2': 0.8748959670075975, 'beta_3': -2.140455486447988, 'beta_4': 3.0837211963807314, 'beta_5': 1.4467830424753647, 'beta_6': 0.20449728902287417, 'beta_7': -0.3749232763166346, 'beta_8': 0.6419421746324945, 'beta_9': -1.2542495089904357, 'beta_10': -0.7811300027252452, 'beta_11': 1.7061713372328629, 'beta_12': 1.7830122588123891, 'beta_13': 1.7262820764011613, 'beta_14': -0.32483737958827597, 'beta_15': -0.4923514870332669, 'beta_16': -1.3604744183014803, 'beta_17': -2.898507750223848, 'beta_18': -2.5251433289089555, 'beta_19': 1.6883876163219793, 'beta_20': 1.5585693119598822, 'beta_21': 0.8117810364643847, 'beta_22': 0.6110603770321175, 'beta_23': 1.8143758509568766, 'beta_24': 2.702785539139398, 'beta_25': 1.0078932095788966, 'beta_26': -2.214867474531675, 'beta_27': -1.3246379651465008, 'beta_28': -0.9994116375300977, 'beta_29': -1.8864057350000016, 'beta_30': 0.8356781528430732, 'beta_31': 3.017591482779018, 'beta_32': -1.8736452530129752, 'beta_33': 1.3960231214896346, 'beta_34': 1.1712995525840328, 'beta_35': -1.7155092745681704, 'beta_36': -0.5532662127930301, 'beta_37': -0.6595035366448803, 'beta_38': -0.26885551763979754, 'beta_39': 1.2511324244415913}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 10:23:19,335] Trial 60 finished with value: -30.360375163315997 and parameters: {'optimizer': 'COBYLA', 'reps': 30, 'gamma_0': 1.086847655759931, 'gamma_1': 0.38150592228217817, 'gamma_2': 1.0507950848692131, 'gamma_3': -1.1744123587520465, 'gamma_4': -1.9556700732774726, 'gamma_5': 0.7360961959271628, 'gamma_6': 1.8890956264750067, 'gamma_7': -2.3710475582461377, 'gamma_8': 0.1546778880108936, 'gamma_9': -0.15752948037601353, 'gamma_10': -1.920174420499425, 'gamma_11': 0.2290875662804014, 'gamma_12': -1.9829101864757428, 'gamma_13': -0.29553200650815786, 'gamma_14': 0.7979278228673649, 'gamma_15': -0.8540782087624079, 'gamma_16': 0.9708647991872984, 'gamma_17': 1.9407555685543043, 'gamma_18': 1.9601852056541609, 'gamma_19': -2.3221430554240863, 'gamma_20': 1.7914900805497642, 'gamma_21': -2.0949372690884065, 'gamma_22': 2.1431457532812903, 'gamma_23': -2.4384298282217225, 'gamma_24': -1.5219759870058422, 'gamma_25': -2.9699413323307424, 'gamma_26': 1.7714494971966928, 'gamma_27': -0.38346068601259226, 'gamma_28': -0.2772907336178376, 'gamma_29': 0.09668518209977106, 'beta_0': 1.0313879188564465, 'beta_1': 1.2713883904954786, 'beta_2': 1.6272205980013061, 'beta_3': -0.9244780643120707, 'beta_4': 1.2274661817923214, 'beta_5': 1.16735984133692, 'beta_6': -0.6163457766254716, 'beta_7': 0.33263499193673624, 'beta_8': 2.3682676158436315, 'beta_9': -2.466865928766845, 'beta_10': -2.4170624452374776, 'beta_11': 0.28523233563589456, 'beta_12': 3.1211315419053705, 'beta_13': -2.415558458415363, 'beta_14': 0.20166160055610005, 'beta_15': -0.8704528496057984, 'beta_16': -0.936826453305829, 'beta_17': 1.9093303107955897, 'beta_18': -1.8176917488342685, 'beta_19': 2.4606825589168597, 'beta_20': 0.7380973749984463, 'beta_21': 2.477623910543908, 'beta_22': 1.5101368691359656, 'beta_23': 2.3172943487392708, 'beta_24': 2.3262953879245885, 'beta_25': -0.008892166001709898, 'beta_26': -1.331877417404933, 'beta_27': -0.6128570484230647, 'beta_28': -0.5124523402911741, 'beta_29': -1.6513295825149104}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 10:39:18,138] Trial 61 finished with value: -31.271749926352978 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': 0.7546689303809007, 'gamma_1': -0.2850227650217574, 'gamma_2': 1.632402906916189, 'gamma_3': 0.0974375321352745, 'gamma_4': 1.035265218668051, 'gamma_5': -0.4432938029489573, 'gamma_6': 2.544626967208207, 'gamma_7': -0.10800630017865265, 'gamma_8': 0.5379702497738501, 'gamma_9': -0.31283228402132623, 'gamma_10': -1.4754895087799755, 'gamma_11': -0.9889935488797721, 'gamma_12': -2.3352744753751087, 'gamma_13': -0.7570172545722915, 'gamma_14': 3.111342853166587, 'gamma_15': -2.7734059858753484, 'gamma_16': 2.521506250223746, 'gamma_17': 1.6129153073364175, 'gamma_18': 2.2533620260378076, 'gamma_19': -0.42081039132754916, 'gamma_20': 1.2471440543415424, 'gamma_21': 0.4026202477750474, 'gamma_22': 1.4304009464120258, 'gamma_23': -1.4025930501597137, 'gamma_24': -2.5883596027012197, 'gamma_25': 1.667160140676415, 'gamma_26': 0.5586492201849932, 'gamma_27': 0.20909161584131164, 'gamma_28': 0.37723751100071956, 'gamma_29': 2.5191832245125303, 'gamma_30': 1.745950537824338, 'gamma_31': -2.8442662572579125, 'gamma_32': -1.6847430261626817, 'gamma_33': 2.6577031141755385, 'gamma_34': -2.525013950713697, 'gamma_35': -1.057359422323436, 'gamma_36': -1.929458317631981, 'beta_0': 3.1367423825821685, 'beta_1': 2.8683456264688543, 'beta_2': 1.924154219015818, 'beta_3': -1.5184820944929491, 'beta_4': 0.46798995583123, 'beta_5': 0.8414473610154268, 'beta_6': -0.2030953990125689, 'beta_7': 0.9927866444732457, 'beta_8': 2.6317454201019554, 'beta_9': -1.5221923812750242, 'beta_10': -3.1143983192624116, 'beta_11': 1.3549896455775308, 'beta_12': 0.22278492464418487, 'beta_13': -2.921815729930183, 'beta_14': 2.2794030354339014, 'beta_15': -2.0418511425598016, 'beta_16': -2.4284018429835204, 'beta_17': -1.483248233648005, 'beta_18': -2.2602946836632976, 'beta_19': 2.840410470674024, 'beta_20': 1.0571470098037485, 'beta_21': -0.13467718891813896, 'beta_22': 2.846022184896143, 'beta_23': 3.111773857495216, 'beta_24': 2.965191380898845, 'beta_25': 1.250239251824772, 'beta_26': -2.7221572780466614, 'beta_27': -1.8469129173636136, 'beta_28': 2.098212407450041, 'beta_29': -2.7942351201113813, 'beta_30': -1.8914539286622158, 'beta_31': 2.06908920149843, 'beta_32': -2.901008543757623, 'beta_33': 1.84292583908479, 'beta_34': 2.9903627401441173, 'beta_35': -1.345343317975076, 'beta_36': 0.6255064522465515}. Best is trial 53 with value: -32.26900016789193.
[I 2021-08-06 10:54:09,235] Trial 62 finished with value: -32.94699982786656 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': 0.43593265191156627, 'gamma_1': -1.1332829875039523, 'gamma_2': 2.0686066632878752, 'gamma_3': -1.8069398639768592, 'gamma_4': 2.1791247623017993, 'gamma_5': -0.9487503465163007, 'gamma_6': 2.2533346607740214, 'gamma_7': -0.7366856730051006, 'gamma_8': -0.16523866199992865, 'gamma_9': -0.003046038770491047, 'gamma_10': 0.5536719547624405, 'gamma_11': -0.4360099103473135, 'gamma_12': -2.5960319634796782, 'gamma_13': -1.1291291453348924, 'gamma_14': 2.6024139874275, 'gamma_15': -1.9748523550175645, 'gamma_16': 2.932039884868331, 'gamma_17': 2.8866977954119477, 'gamma_18': 2.754698954396173, 'gamma_19': -1.4909208190528243, 'gamma_20': 2.4091829059159253, 'gamma_21': 0.24592507910234118, 'gamma_22': -0.9907225811722045, 'gamma_23': -1.8055796627124951, 'gamma_24': -2.3301863201562676, 'gamma_25': 1.0332166797106448, 'gamma_26': 0.8676236479552629, 'gamma_27': -0.7633014464856964, 'gamma_28': -1.4827389067108172, 'gamma_29': 1.0314134535645567, 'gamma_30': 2.3877361844686193, 'gamma_31': -1.7085399353502209, 'gamma_32': 2.5613764318167416, 'beta_0': -0.5733557673754305, 'beta_1': 2.448263190966146, 'beta_2': 3.0880831075902035, 'beta_3': -3.1360239163075243, 'beta_4': 0.6745449408371952, 'beta_5': 1.5193409548204364, 'beta_6': -1.6014154349520968, 'beta_7': 1.3326862130687884, 'beta_8': 3.1409241451527636, 'beta_9': -0.628573392882187, 'beta_10': -2.953810687470591, 'beta_11': 0.9078326670133006, 'beta_12': 0.7596400477040832, 'beta_13': -2.80326247017291, 'beta_14': -0.1822339012483915, 'beta_15': -2.544335796266878, 'beta_16': -2.81899009039792, 'beta_17': 0.33032372024627854, 'beta_18': -1.3803617731186146, 'beta_19': 2.662955175383515, 'beta_20': -0.39270094574015835, 'beta_21': -2.1819910901781254, 'beta_22': 2.082890013682609, 'beta_23': 2.828785543586299, 'beta_24': 1.9465363922220176, 'beta_25': 0.6630569086139854, 'beta_26': -2.9392686957351986, 'beta_27': -0.09966190518026163, 'beta_28': 2.6450589150834993, 'beta_29': 1.7811208060988155, 'beta_30': -2.2927487138721903, 'beta_31': 3.0889389075206113, 'beta_32': -2.4506063214288067}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 11:04:36,921] Trial 63 finished with value: -30.036499828254893 and parameters: {'optimizer': 'COBYLA', 'reps': 27, 'gamma_0': 1.8773544339850776, 'gamma_1': -1.6168922998894615, 'gamma_2': 2.1371475416445485, 'gamma_3': -2.312675962605959, 'gamma_4': 2.1012147793145872, 'gamma_5': -1.4091198477080422, 'gamma_6': 2.3670911736623808, 'gamma_7': -1.1175796721121496, 'gamma_8': -0.21430271028774328, 'gamma_9': 0.05311016526659404, 'gamma_10': 0.3517066194101811, 'gamma_11': -0.30611311543251707, 'gamma_12': -2.582914073633568, 'gamma_13': -1.1370257820316956, 'gamma_14': 2.658540688090338, 'gamma_15': -2.013384342295399, 'gamma_16': 2.939917125206312, 'gamma_17': 2.8576737260298617, 'gamma_18': 2.765895772859983, 'gamma_19': -1.8019776005282016, 'gamma_20': 2.3404926635418932, 'gamma_21': -0.9798680848726707, 'gamma_22': -1.1943412530934707, 'gamma_23': -1.1721212061297224, 'gamma_24': -2.3128243752344737, 'gamma_25': 1.0693151009403326, 'gamma_26': 0.9808667062190779, 'beta_0': 1.5429227516445525, 'beta_1': 2.4251619741903663, 'beta_2': 2.780976538534902, 'beta_3': -3.0640371491367104, 'beta_4': 0.791485360432923, 'beta_5': 1.610769270218659, 'beta_6': 0.3652727610987794, 'beta_7': 1.4151557035183102, 'beta_8': 1.7316248383648445, 'beta_9': -0.6277701251184714, 'beta_10': -2.678033118473184, 'beta_11': 0.8788608073768701, 'beta_12': 0.8052714760327294, 'beta_13': 2.404884093794924, 'beta_14': -0.13343865624513485, 'beta_15': -0.07479677085157244, 'beta_16': -2.5756209569656496, 'beta_17': 0.3374347205419741, 'beta_18': -1.876434312560995, 'beta_19': 1.9540321858213405, 'beta_20': -0.5667390713542593, 'beta_21': -2.0901826514117974, 'beta_22': 2.163708470798772, 'beta_23': 2.8387385903620763, 'beta_24': 1.9821998549257704, 'beta_25': 1.3775824934209062, 'beta_26': -3.1338101868786987}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 11:19:24,529] Trial 64 finished with value: -31.112624972204195 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': 0.42912791631301306, 'gamma_1': -2.114785110372512, 'gamma_2': 1.987121932758812, 'gamma_3': -1.6926688211778802, 'gamma_4': 2.4890005116708256, 'gamma_5': -0.9585474256171099, 'gamma_6': 1.5092403316357532, 'gamma_7': -0.6399854670759756, 'gamma_8': 1.254190841568184, 'gamma_9': 0.37836099905257803, 'gamma_10': 0.6678619206477208, 'gamma_11': 0.021142491544444753, 'gamma_12': 2.703003311853184, 'gamma_13': -1.540874573710799, 'gamma_14': 2.0117176240584476, 'gamma_15': -1.3361037278206083, 'gamma_16': 1.2967729479234043, 'gamma_17': 2.896598315114381, 'gamma_18': 3.066401356489316, 'gamma_19': -1.0830196438958324, 'gamma_20': 1.9949993456296655, 'gamma_21': -0.09519521288538724, 'gamma_22': -0.9378624643882832, 'gamma_23': -1.7277376386315968, 'gamma_24': -2.8055007290973166, 'gamma_25': 0.8927955313988984, 'gamma_26': 0.7440498013608465, 'gamma_27': -0.8126092378950701, 'gamma_28': -1.3348015785843892, 'gamma_29': 1.0363930022488241, 'gamma_30': 2.5296327680116892, 'gamma_31': -1.6610500707745863, 'gamma_32': -1.4430134092713804, 'gamma_33': 1.9718174130759032, 'beta_0': -0.4128239778383793, 'beta_1': 2.1032570570552873, 'beta_2': 2.2648674019414576, 'beta_3': -2.4847323804315256, 'beta_4': 0.061010340637819016, 'beta_5': 2.1168663641127647, 'beta_6': -1.0815116662475395, 'beta_7': 1.7028512215832239, 'beta_8': 3.1249745465967322, 'beta_9': -1.0973443764303112, 'beta_10': -2.9227400326496533, 'beta_11': 0.5628910667249241, 'beta_12': 2.142605608340859, 'beta_13': -3.139205780026681, 'beta_14': 0.5234934424495182, 'beta_15': 0.2522459158023712, 'beta_16': -1.7859309522591815, 'beta_17': 0.23116714349240824, 'beta_18': -1.3832142841611716, 'beta_19': 2.7120825324811175, 'beta_20': -0.12014376253472335, 'beta_21': -1.6339002521048402, 'beta_22': 1.1528861761075224, 'beta_23': 2.0761928695447733, 'beta_24': 1.106572005086063, 'beta_25': 0.5888003964559129, 'beta_26': -2.846989857415006, 'beta_27': 0.44303630943697936, 'beta_28': 2.6499261504144562, 'beta_29': 1.7204237946692242, 'beta_30': -2.3304254004350824, 'beta_31': 3.080262155465564, 'beta_32': -2.4644006124068225, 'beta_33': 0.9376922392372216}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 11:33:27,142] Trial 65 finished with value: -32.17099968363756 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': 0.04183064312075957, 'gamma_1': 0.7332037087488057, 'gamma_2': 1.1937806312023034, 'gamma_3': -1.8618168448624366, 'gamma_4': 2.141212445651009, 'gamma_5': -0.837878558733059, 'gamma_6': 2.2203644307898585, 'gamma_7': -1.1874102635921273, 'gamma_8': 0.032864645057305325, 'gamma_9': -0.39427619886418347, 'gamma_10': 0.29530277738915894, 'gamma_11': -0.47555819133388383, 'gamma_12': -1.4319833380988318, 'gamma_13': -1.8112137625204405, 'gamma_14': 2.475569499035052, 'gamma_15': -2.255002223311681, 'gamma_16': 2.2060156104176176, 'gamma_17': -2.9907460818980196, 'gamma_18': 2.56906185806939, 'gamma_19': -1.4725366832014017, 'gamma_20': 2.951122029448723, 'gamma_21': -1.4419724683604376, 'gamma_22': -1.4556011087820273, 'gamma_23': -2.2124572616086486, 'gamma_24': -1.9377267523669988, 'gamma_25': 0.5920545980859406, 'gamma_26': 0.16753669864234944, 'gamma_27': -0.15496135244756015, 'gamma_28': -0.8593388870104289, 'gamma_29': 1.764970891018836, 'gamma_30': 2.530338180834047, 'gamma_31': -1.297084811319563, 'beta_0': -1.088515230190055, 'beta_1': 2.499416306585213, 'beta_2': 2.630445519957312, 'beta_3': -2.8579823010560124, 'beta_4': -0.35360774310933346, 'beta_5': 1.8431997659862152, 'beta_6': 2.9975504130630997, 'beta_7': 0.7863002706328381, 'beta_8': 2.872389125653541, 'beta_9': 0.1653162606645724, 'beta_10': -2.5294435195769296, 'beta_11': 2.060004253059422, 'beta_12': 0.7009227705150634, 'beta_13': -2.7988214521853942, 'beta_14': -0.7860669899831257, 'beta_15': -2.6708802429536456, 'beta_16': -2.8243081541349206, 'beta_17': 0.8393741691071561, 'beta_18': -2.4572930472336143, 'beta_19': 2.348961500189639, 'beta_20': 0.5442735612472851, 'beta_21': -2.255846788078727, 'beta_22': 1.7554477277974216, 'beta_23': 2.4861159568601074, 'beta_24': 1.43313823530826, 'beta_25': 0.26704227753328513, 'beta_26': -2.1467666649136814, 'beta_27': 1.1390626886573334, 'beta_28': 0.06669624532980789, 'beta_29': 2.9387700058272257, 'beta_30': -2.1040979991663997, 'beta_31': 1.4299786327632324}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 11:46:07,983] Trial 66 finished with value: -31.646999991516683 and parameters: {'optimizer': 'COBYLA', 'reps': 28, 'gamma_0': -0.14304777306907668, 'gamma_1': -2.7687491967200897, 'gamma_2': 1.2285792046988826, 'gamma_3': -1.9478753103914306, 'gamma_4': 2.120452225240798, 'gamma_5': -1.2986022729727962, 'gamma_6': 2.1468018436994463, 'gamma_7': -0.2655631209708578, 'gamma_8': -0.05622378368967258, 'gamma_9': -0.7575194012362212, 'gamma_10': 0.2597329430579946, 'gamma_11': -0.7655197677432654, 'gamma_12': -1.439513916079965, 'gamma_13': -2.331327075924666, 'gamma_14': 2.863256362449415, 'gamma_15': -2.320443083419232, 'gamma_16': 2.2565068456464834, 'gamma_17': -3.0603876231164673, 'gamma_18': 2.5578072424742935, 'gamma_19': -1.4545838791001957, 'gamma_20': 2.889023828331625, 'gamma_21': -2.6719703170162323, 'gamma_22': -1.3672523536886474, 'gamma_23': -2.1032564474385382, 'gamma_24': -1.918267840227266, 'gamma_25': 0.5387095071573307, 'gamma_26': 0.1780416487690032, 'gamma_27': 0.4125135619762619, 'beta_0': -0.6640554185377674, 'beta_1': 2.574747985381613, 'beta_2': 2.658028961527532, 'beta_3': -2.8507371738710443, 'beta_4': -0.9088325580447265, 'beta_5': 1.9173629305077833, 'beta_6': 2.7116693422028533, 'beta_7': 0.7787890183046701, 'beta_8': 2.866438619188918, 'beta_9': 0.05468062272155963, 'beta_10': -2.0700074691261174, 'beta_11': 2.552751321233604, 'beta_12': 0.6831223129301677, 'beta_13': -2.3751189546725997, 'beta_14': -0.7619563135441978, 'beta_15': -3.0930671807269805, 'beta_16': -2.8360763674528755, 'beta_17': 1.3532109037055078, 'beta_18': -2.9359599233555085, 'beta_19': 2.3662719436208395, 'beta_20': 0.505187920678745, 'beta_21': -0.8255304836244226, 'beta_22': 2.064136499886306, 'beta_23': 2.4943149273740164, 'beta_24': 1.364218258862325, 'beta_25': -0.287929755050531, 'beta_26': -2.1278861581530153, 'beta_27': 1.3985887608971057}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 12:00:07,628] Trial 67 finished with value: -30.30950021290373 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': 0.1865916772237165, 'gamma_1': -1.244911218921175, 'gamma_2': 0.8096385055342086, 'gamma_3': -0.23458813235252826, 'gamma_4': 1.5767975364028524, 'gamma_5': -0.8958302628717111, 'gamma_6': 2.6011904720366843, 'gamma_7': -1.1345901037663257, 'gamma_8': -0.37997731932587797, 'gamma_9': -0.39271087336161087, 'gamma_10': 1.4157100549072725, 'gamma_11': -1.5368994436465928, 'gamma_12': -1.733444515047781, 'gamma_13': -0.4985321920553649, 'gamma_14': 2.5444195976790054, 'gamma_15': -1.7197507020389164, 'gamma_16': 1.9536372731414646, 'gamma_17': -2.3929068245640344, 'gamma_18': 2.3211343759339846, 'gamma_19': -0.8860956031472715, 'gamma_20': 0.702781306473036, 'gamma_21': -0.32740774492730185, 'gamma_22': -2.011742048355646, 'gamma_23': -2.2630273066925093, 'gamma_24': -1.196822014617012, 'gamma_25': 1.3759046867085523, 'gamma_26': -0.2974399072718722, 'gamma_27': -0.8549153144008143, 'gamma_28': -1.460267228864987, 'gamma_29': 2.020013882061487, 'gamma_30': 3.0443905316218345, 'gamma_31': -1.3375348818598656, 'beta_0': -0.06818645115376143, 'beta_1': -0.2778560656547797, 'beta_2': 3.0870479149818375, 'beta_3': -0.6881659808356859, 'beta_4': -0.38015290669971, 'beta_5': 2.7012604019754503, 'beta_6': -1.6416386283522355, 'beta_7': 1.1017490062383621, 'beta_8': 2.251643633347101, 'beta_9': 0.5991529109132965, 'beta_10': -2.5596559883871968, 'beta_11': 2.105614143374737, 'beta_12': 1.0189048284273172, 'beta_13': 1.0305496268082353, 'beta_14': -1.311686267607682, 'beta_15': -2.5459035941236703, 'beta_16': -2.819882044529745, 'beta_17': 0.987929977521062, 'beta_18': -1.6488528685464479, 'beta_19': 1.7074500658541198, 'beta_20': 0.08141574032456819, 'beta_21': -2.2059502175042023, 'beta_22': 2.5070433516744095, 'beta_23': 1.481509066046614, 'beta_24': 1.7875962794599598, 'beta_25': 0.21753950485907814, 'beta_26': -2.5085041111272433, 'beta_27': 1.1384264524707293, 'beta_28': 0.1566420213372342, 'beta_29': 2.9617887061327512, 'beta_30': -2.9153508833188218, 'beta_31': 1.363402664786758}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 12:10:01,687] Trial 68 finished with value: -30.72112475533869 and parameters: {'optimizer': 'COBYLA', 'reps': 24, 'gamma_0': 0.001031469720119138, 'gamma_1': 0.9697803634344118, 'gamma_2': 0.6890666487775533, 'gamma_3': -3.1095647002031512, 'gamma_4': 1.8924325615251618, 'gamma_5': -0.5797381801315649, 'gamma_6': 2.889942515608468, 'gamma_7': -0.7702728181652777, 'gamma_8': -0.7317691812672801, 'gamma_9': -1.244199676214022, 'gamma_10': 0.4801441325486859, 'gamma_11': -0.4866208295894167, 'gamma_12': -1.927938909377478, 'gamma_13': -1.643659829299284, 'gamma_14': 1.6086988933598922, 'gamma_15': -2.597924186542596, 'gamma_16': 2.5064031336400183, 'gamma_17': -2.968488952195317, 'gamma_18': 2.8193103498643164, 'gamma_19': -2.228841479776655, 'gamma_20': 2.49408128605197, 'gamma_21': -1.6213359662429758, 'gamma_22': -1.0114082562627327, 'gamma_23': -1.800697813931646, 'beta_0': -0.7172632200415369, 'beta_1': 0.5520564933263055, 'beta_2': 2.4442115755825444, 'beta_3': -1.031548217585841, 'beta_4': -0.7271820936412483, 'beta_5': 1.779342465418695, 'beta_6': 2.9622180310572617, 'beta_7': 2.1071951640253483, 'beta_8': 2.939604649984243, 'beta_9': 0.2217755054308942, 'beta_10': -1.9039746864201839, 'beta_11': -3.0280970242551746, 'beta_12': 1.6995869377292727, 'beta_13': -0.8165652284227545, 'beta_14': -0.42468343069790837, 'beta_15': -2.8178928192854835, 'beta_16': 1.297440279294331, 'beta_17': 1.156998536103912, 'beta_18': -2.04359201605743, 'beta_19': 2.1413051567130457, 'beta_20': -0.5525049657841613, 'beta_21': -2.4678972928266996, 'beta_22': 1.399009160670487, 'beta_23': 1.0392282086232754}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 12:56:17,863] Trial 69 finished with value: -27.545249925295376 and parameters: {'optimizer': 'QN-SPSA', 'reps': 29, 'gamma_0': 0.7151587192521995, 'gamma_1': -2.4936053772352227, 'gamma_2': 3.138593128286425, 'gamma_3': -2.370058607183987, 'gamma_4': 1.442232299687853, 'gamma_5': 0.0016544746563376123, 'gamma_6': 1.1896799897041892, 'gamma_7': -1.2989041774112142, 'gamma_8': -1.0213512371772187, 'gamma_9': -1.7764703850678782, 'gamma_10': 0.8296017816263057, 'gamma_11': 0.4934014252381709, 'gamma_12': -1.2213808946643911, 'gamma_13': 2.6457983249662043, 'gamma_14': 0.434449655639112, 'gamma_15': -1.205457963608148, 'gamma_16': 2.934955908890176, 'gamma_17': -0.18646044150929042, 'gamma_18': -3.022140604031444, 'gamma_19': -0.6229798165540941, 'gamma_20': 2.9330115286921057, 'gamma_21': 0.3350782532786073, 'gamma_22': -1.6211490284891432, 'gamma_23': -1.5416346563227656, 'gamma_24': -2.5169495446325687, 'gamma_25': 0.052495431945702165, 'gamma_26': 0.33156771505038096, 'gamma_27': -1.372542796817156, 'gamma_28': -0.5360441611323218, 'beta_0': -1.2164381963741648, 'beta_1': 3.1256012275462344, 'beta_2': 0.5133448242689789, 'beta_3': -0.30945216872948234, 'beta_4': -1.1999197735187903, 'beta_5': 2.201204353846662, 'beta_6': 1.855469883784376, 'beta_7': 1.3298846940360038, 'beta_8': 2.564335378544295, 'beta_9': -0.4135679945631896, 'beta_10': -2.3247743482095125, 'beta_11': 2.3791572939062267, 'beta_12': 1.4082059381593506, 'beta_13': -1.9553199071967724, 'beta_14': -1.0715711551491576, 'beta_15': 0.9522221135675959, 'beta_16': -2.5147264565597296, 'beta_17': 0.5299355387318087, 'beta_18': -2.4025034559553675, 'beta_19': 1.3383643958818174, 'beta_20': -0.8668166829497904, 'beta_21': -1.74188193075275, 'beta_22': 2.3327190446504282, 'beta_23': 1.772743515514402, 'beta_24': 2.387258343506602, 'beta_25': 0.4815241922951324, 'beta_26': -1.6659092064514267, 'beta_27': 0.03774996560089672, 'beta_28': 0.6828661097832829}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 13:10:55,978] Trial 70 finished with value: -31.49699996762249 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': 1.4636717984850516, 'gamma_1': 1.3330585551166694, 'gamma_2': 2.628898769190847, 'gamma_3': 1.2426293950993121, 'gamma_4': -0.49943059673191786, 'gamma_5': -1.7461078708983708, 'gamma_6': 2.32450100528419, 'gamma_7': -1.671263227081066, 'gamma_8': 0.6188609650021103, 'gamma_9': -0.13249349946325795, 'gamma_10': 1.616406842230189, 'gamma_11': -1.1330651227687256, 'gamma_12': -2.2525258589672714, 'gamma_13': -1.9240624508821098, 'gamma_14': 2.3688417463657356, 'gamma_15': -3.1239778083202134, 'gamma_16': 1.7566883798814152, 'gamma_17': -0.6486948831075776, 'gamma_18': 3.1162505383802523, 'gamma_19': 0.11945807545953224, 'gamma_20': 1.4531670796571163, 'gamma_21': 2.8813020837292544, 'gamma_22': -0.916935042406097, 'gamma_23': -0.9687117798968057, 'gamma_24': -1.5503425004589506, 'gamma_25': 0.669143474656052, 'gamma_26': -0.5777187967172598, 'gamma_27': -0.04505078791999784, 'gamma_28': -1.9479945279924737, 'gamma_29': 1.70246161843705, 'gamma_30': 2.7815430658698177, 'gamma_31': -0.8120684559181458, 'beta_0': -0.5147429495429996, 'beta_1': 1.6371812331218654, 'beta_2': -1.4051629781128125, 'beta_3': -1.8417639726919108, 'beta_4': 1.0864179505907228, 'beta_5': 1.1741238668017533, 'beta_6': -0.8266304036474409, 'beta_7': 1.6634398298031992, 'beta_8': 3.1354347988282494, 'beta_9': 1.1504576113103806, 'beta_10': -0.07647897782655455, 'beta_11': 1.5339089012144447, 'beta_12': -2.1872172622015738, 'beta_13': 0.08457143456306328, 'beta_14': 0.11209984031400155, 'beta_15': -2.5231022183040164, 'beta_16': 0.1851973957571413, 'beta_17': -2.330987126173223, 'beta_18': -0.9933751289539205, 'beta_19': 1.916640874707679, 'beta_20': 0.4622756622496243, 'beta_21': -1.2140305893802992, 'beta_22': 0.9895498233547613, 'beta_23': 0.1635070338330864, 'beta_24': 1.5564288679994798, 'beta_25': 2.346292893069831, 'beta_26': -1.174858557050756, 'beta_27': 3.128256933623205, 'beta_28': -0.03841733924723878, 'beta_29': 2.5329843732527606, 'beta_30': -2.1383605415155373, 'beta_31': 1.6155932944096287}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 13:28:03,660] Trial 71 finished with value: -32.307749964702076 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 0.4665771468317908, 'gamma_1': 0.6539822605685699, 'gamma_2': 1.7962238816446463, 'gamma_3': -1.8149691817768947, 'gamma_4': 2.6242257392730854, 'gamma_5': -0.7727607619418289, 'gamma_6': 1.7894953112901943, 'gamma_7': 0.2976377604014994, 'gamma_8': 0.16403579618836273, 'gamma_9': 0.14536056598458358, 'gamma_10': -0.9038909861104979, 'gamma_11': -0.214921635156414, 'gamma_12': -2.927186412559706, 'gamma_13': -0.9089483527593348, 'gamma_14': 1.920963019619752, 'gamma_15': -2.1166622470881316, 'gamma_16': 1.5519375141696452, 'gamma_17': 2.321919672459325, 'gamma_18': 2.0039024890043873, 'gamma_19': -1.892155340442934, 'gamma_20': 2.6618059306135335, 'gamma_21': -1.460794104301729, 'gamma_22': -0.5507051635699178, 'gamma_23': -2.904733655691612, 'gamma_24': -2.171189317326557, 'gamma_25': 1.5136638645053333, 'gamma_26': 1.6045508933279016, 'gamma_27': -0.49191428839396684, 'gamma_28': -0.8388769705082689, 'gamma_29': 2.153206403644772, 'gamma_30': 2.3128143548851425, 'gamma_31': -1.8227635655169596, 'gamma_32': 2.7095610288063274, 'gamma_33': 0.9720286625938266, 'gamma_34': 0.24531248356831625, 'gamma_35': -0.6461238196538749, 'gamma_36': -1.3798159571775699, 'gamma_37': 0.28829827945533015, 'beta_0': -1.031199838110172, 'beta_1': 2.3825663673269464, 'beta_2': 2.845479881429158, 'beta_3': -2.2472035915196305, 'beta_4': 0.1844525692082244, 'beta_5': 1.5141425823602557, 'beta_6': -1.592492020428005, 'beta_7': 0.8370841449388879, 'beta_8': 1.9766412756333798, 'beta_9': -0.0882444787738616, 'beta_10': -3.1385313594267887, 'beta_11': 1.1616790489782072, 'beta_12': 0.29627377230018564, 'beta_13': -2.7982436726206075, 'beta_14': -0.7480721267762893, 'beta_15': -0.34766627169288267, 'beta_16': -2.222324651529454, 'beta_17': -3.1147483502108484, 'beta_18': -2.5758596927241117, 'beta_19': 2.4427118645595565, 'beta_20': 1.2068651404018456, 'beta_21': -2.096189885136499, 'beta_22': 1.6846433987489533, 'beta_23': 2.904485446782515, 'beta_24': 2.7454278754465498, 'beta_25': 0.9373132359547587, 'beta_26': -2.9921157938031144, 'beta_27': -0.1846032457237049, 'beta_28': 2.7284559663783443, 'beta_29': 1.1853085801505552, 'beta_30': -2.509335423857342, 'beta_31': 2.460277530024883, 'beta_32': -3.087918119391347, 'beta_33': 2.1302032227119603, 'beta_34': 0.6262377621170052, 'beta_35': -0.6635661817637906, 'beta_36': 1.2981196546686753, 'beta_37': -1.6042533385176854}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 13:44:51,830] Trial 72 finished with value: -31.275624957454877 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 0.4886450834189358, 'gamma_1': 0.8310882803292081, 'gamma_2': 1.7305115703879832, 'gamma_3': -2.5416380944439156, 'gamma_4': 2.9481727901524013, 'gamma_5': -0.7915165722931756, 'gamma_6': 2.124520541446809, 'gamma_7': -0.3610748364042263, 'gamma_8': 0.015105283288621818, 'gamma_9': 0.27261761745031865, 'gamma_10': 0.0041459079472331295, 'gamma_11': -0.13208994886102488, 'gamma_12': -2.5240844354252725, 'gamma_13': -0.8476006820955322, 'gamma_14': 1.4033007290869688, 'gamma_15': -1.5358988886120495, 'gamma_16': 2.1750532253150907, 'gamma_17': 2.3401686301820317, 'gamma_18': 1.6492477427399483, 'gamma_19': -1.8236845058914717, 'gamma_20': 2.0323183320981055, 'gamma_21': -1.3322049555276798, 'gamma_22': -0.5966788559488191, 'gamma_23': -2.310932145567337, 'gamma_24': -1.8320431070805279, 'gamma_25': 0.9003270261155399, 'gamma_26': 1.5696343610504695, 'gamma_27': -0.4287829200829921, 'gamma_28': -1.193074385610889, 'gamma_29': 2.09654743662864, 'gamma_30': 2.3881374241875672, 'gamma_31': -2.178080733571426, 'gamma_32': 2.677266493490296, 'gamma_33': 0.7611308878992871, 'gamma_34': 0.4151291996166533, 'gamma_35': -0.6068963749619662, 'gamma_36': -1.2537468071112494, 'gamma_37': 0.33464174443825534, 'beta_0': -0.9571501132624904, 'beta_1': 2.981877520989502, 'beta_2': 2.8930934444548955, 'beta_3': -2.9387660462975904, 'beta_4': 0.23162616248573095, 'beta_5': 1.5854181260189983, 'beta_6': -1.6035303149309703, 'beta_7': 0.8642947641019739, 'beta_8': 2.0264196234967486, 'beta_9': -0.015068575181190424, 'beta_10': -2.939081728279887, 'beta_11': 1.9792889749130071, 'beta_12': 0.4801957333253833, 'beta_13': -2.8222709888475888, 'beta_14': -0.6840288242889276, 'beta_15': -0.19864730101637873, 'beta_16': -2.2910745244931854, 'beta_17': 1.5499265612096322, 'beta_18': -2.8607927642803683, 'beta_19': 3.1134184053564424, 'beta_20': 1.3018845295156918, 'beta_21': -2.01535150730156, 'beta_22': 1.6190210010019441, 'beta_23': 2.232670082809922, 'beta_24': 2.064183293182833, 'beta_25': 1.0572953184671798, 'beta_26': -3.1068100186914878, 'beta_27': 0.41003209768933646, 'beta_28': 3.0168063139793206, 'beta_29': 1.2869967276148906, 'beta_30': -2.4704753234915815, 'beta_31': 2.5262049249342464, 'beta_32': -3.131548066651691, 'beta_33': 0.508208651102415, 'beta_34': 0.8228956014817171, 'beta_35': -0.6739464166771357, 'beta_36': 1.319260582589808, 'beta_37': -1.327554600199872}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 14:00:09,958] Trial 73 finished with value: -31.37012516914476 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': 1.1323327620316268, 'gamma_1': 1.1522250435936245, 'gamma_2': 1.3325229992066434, 'gamma_3': -1.749367975439855, 'gamma_4': 2.2911907714767805, 'gamma_5': -1.1709210677658013, 'gamma_6': 1.7977023813999555, 'gamma_7': 0.12762687999530123, 'gamma_8': -0.25531665433389716, 'gamma_9': -0.5067139869371976, 'gamma_10': -0.3530686271407305, 'gamma_11': 0.10261227583286625, 'gamma_12': -2.659008147695292, 'gamma_13': -1.819375576226666, 'gamma_14': 1.745511008443918, 'gamma_15': -1.8086301254699841, 'gamma_16': 2.3636449570974873, 'gamma_17': 2.532487461975447, 'gamma_18': 2.4331263307782063, 'gamma_19': -2.0313450728036333, 'gamma_20': 2.3260606419618988, 'gamma_21': -0.63038651540825, 'gamma_22': -1.4376355597468722, 'gamma_23': -2.971828186191729, 'gamma_24': -2.091805219061756, 'gamma_25': 1.5357102352776566, 'gamma_26': 1.1231889266104778, 'gamma_27': 0.9126753763335531, 'gamma_28': -0.7247860058363809, 'gamma_29': 1.6233396914708884, 'gamma_30': 2.5483719235994653, 'gamma_31': -1.169094222952082, 'gamma_32': 2.7267136968754846, 'gamma_33': 0.01602937846859076, 'gamma_34': 1.162354279886108, 'beta_0': -1.4521033810082904, 'beta_1': 2.7263577591185095, 'beta_2': 3.117179903523486, 'beta_3': -2.6743833293638923, 'beta_4': -0.14848352325616887, 'beta_5': 0.6803305657520874, 'beta_6': -1.2053134001743278, 'beta_7': 1.296621650178339, 'beta_8': 2.7065646234486556, 'beta_9': -0.8822457684328476, 'beta_10': -1.6591225585072835, 'beta_11': 1.0164380178901051, 'beta_12': -3.056508370215777, 'beta_13': -2.4828498874428786, 'beta_14': -0.18695429971941352, 'beta_15': -0.5081562458336257, 'beta_16': -1.9392308036762005, 'beta_17': -3.088665915184913, 'beta_18': -3.1190825146857937, 'beta_19': 2.359565085231716, 'beta_20': 2.0536562373999363, 'beta_21': -2.2958185947810064, 'beta_22': 1.9546845822395595, 'beta_23': 3.042848420346196, 'beta_24': 2.7502552865015706, 'beta_25': 1.8435597943757238, 'beta_26': -2.580205753477884, 'beta_27': -0.25684463695487175, 'beta_28': -0.4911063180089281, 'beta_29': 2.4294551299002283, 'beta_30': -2.676983804561973, 'beta_31': 1.8057926519161631, 'beta_32': -1.5834207629952504, 'beta_33': 1.6035733624034743, 'beta_34': 0.6212057826681996}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 14:17:04,508] Trial 74 finished with value: -31.329874979709437 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 0.8580493071403181, 'gamma_1': 0.30827210338038735, 'gamma_2': 2.3366978176523414, 'gamma_3': -1.9013178255104877, 'gamma_4': 2.506558066035671, 'gamma_5': -0.48155985755630426, 'gamma_6': 1.9141461314766057, 'gamma_7': 0.523856000782732, 'gamma_8': -0.597686441266157, 'gamma_9': 0.6263901382905425, 'gamma_10': -0.9396456341388844, 'gamma_11': -0.5781719530993435, 'gamma_12': -2.352041737138231, 'gamma_13': -1.3800888462243133, 'gamma_14': 2.9077774898383866, 'gamma_15': -2.3507357767643993, 'gamma_16': 1.6001537906525223, 'gamma_17': 1.8668720061675201, 'gamma_18': 2.6463566176264757, 'gamma_19': -1.49242018939248, 'gamma_20': 0.2001347497065047, 'gamma_21': -1.9851949971575484, 'gamma_22': -0.39369130576296657, 'gamma_23': -1.920054499595135, 'gamma_24': -2.4662501898307516, 'gamma_25': 1.299050201849334, 'gamma_26': 0.7801814955537673, 'gamma_27': -0.5362483976016298, 'gamma_28': -1.4585524977400441, 'gamma_29': 2.090263247550617, 'gamma_30': 2.7345043320734854, 'gamma_31': -1.913353842467397, 'gamma_32': 1.879678088440342, 'gamma_33': 1.129866166563427, 'gamma_34': 0.09133973932603898, 'gamma_35': -1.7449912230725164, 'gamma_36': -2.39419411837271, 'gamma_37': 1.2455662598970139, 'gamma_38': -0.619483882653333, 'beta_0': -1.1255441744797983, 'beta_1': 1.9086015442605107, 'beta_2': 2.5904256554161185, 'beta_3': -1.3922768912447758, 'beta_4': 0.13801173105941805, 'beta_5': 2.0190746832679936, 'beta_6': -2.212255899054651, 'beta_7': 0.6358870667674579, 'beta_8': 2.347937606494856, 'beta_9': -0.06769384957198898, 'beta_10': -1.0741095569039387, 'beta_11': -0.175594180471633, 'beta_12': 0.02718764626898862, 'beta_13': -3.1295522488907603, 'beta_14': -0.8299062179206437, 'beta_15': 0.3816090957296572, 'beta_16': -2.7069253696238555, 'beta_17': 0.1927856643193242, 'beta_18': -2.2952562184233165, 'beta_19': 2.5180942662269943, 'beta_20': 1.4909050242042903, 'beta_21': -2.6053992980585634, 'beta_22': 1.6711283209278405, 'beta_23': 2.588330979775496, 'beta_24': 2.199018062348915, 'beta_25': -0.11870767740483273, 'beta_26': -2.0191928004981383, 'beta_27': 2.021120531260276, 'beta_28': 0.5633426836699925, 'beta_29': 1.251614624595364, 'beta_30': -2.252840003053986, 'beta_31': 1.227671379187435, 'beta_32': -2.000341757894054, 'beta_33': 2.1188442148973463, 'beta_34': -0.07278979090445348, 'beta_35': -0.37148326255109004, 'beta_36': 2.323637571991154, 'beta_37': -1.8353580545059565, 'beta_38': -1.0876292752568726}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 14:36:36,756] Trial 75 finished with value: -31.265749910015113 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -0.5280668691303209, 'gamma_1': 0.5959788588430868, 'gamma_2': 1.1737290816404047, 'gamma_3': -2.1637636810727163, 'gamma_4': 2.6395184164390253, 'gamma_5': -0.8395121751569403, 'gamma_6': 2.4434679369418677, 'gamma_7': -0.9885620485706033, 'gamma_8': 0.08617388583988733, 'gamma_9': 0.9033085200357022, 'gamma_10': -0.5592928484078433, 'gamma_11': 0.6904812953257666, 'gamma_12': -1.572875776999428, 'gamma_13': -0.4396706550668502, 'gamma_14': 1.2077587855490457, 'gamma_15': -2.1925331048870604, 'gamma_16': 3.1273197205500805, 'gamma_17': 2.2450220984151366, 'gamma_18': 2.9601433187028694, 'gamma_19': -1.2140951624685945, 'gamma_20': 3.1378809978134163, 'gamma_21': -1.4508716146015406, 'gamma_22': -1.8425337249407738, 'gamma_23': -1.2958464024384624, 'gamma_24': -2.9156401949583115, 'gamma_25': 1.827120668968396, 'gamma_26': 0.4352921450644027, 'gamma_27': 0.023785266942354, 'gamma_28': -1.771927408042359, 'gamma_29': 2.6099404534116584, 'gamma_30': 2.139445842484032, 'gamma_31': -1.4401175576352139, 'gamma_32': 2.1543041188085277, 'gamma_33': 0.334881429073259, 'gamma_34': 3.0173515793211383, 'gamma_35': -1.4088232893804964, 'gamma_36': -2.9748283566074494, 'gamma_37': -0.35876461483915534, 'gamma_38': -2.553004848359667, 'gamma_39': -2.289245772836667, 'gamma_40': -0.12996489586947813, 'gamma_41': -1.248691054326623, 'gamma_42': 0.8216998498322845, 'gamma_43': -0.47316289133453, 'gamma_44': -0.6527519161756964, 'beta_0': 0.2865411000252207, 'beta_1': 2.5137611436605356, 'beta_2': 2.854852222060864, 'beta_3': -3.1368735158564838, 'beta_4': 0.34501736203847977, 'beta_5': 1.2396329518884583, 'beta_6': -1.8073618525953528, 'beta_7': 0.9785753742637715, 'beta_8': 2.1144228394294284, 'beta_9': -0.355361252966253, 'beta_10': -2.4771252503115795, 'beta_11': 2.907345202139723, 'beta_12': -1.1741818165682223, 'beta_13': -0.3977409641769284, 'beta_14': -0.5258870039869998, 'beta_15': -0.4010407836540673, 'beta_16': -2.8808127464255593, 'beta_17': 0.6200757490619484, 'beta_18': 2.9421661473808594, 'beta_19': 1.5790037238685748, 'beta_20': -0.3177219508696012, 'beta_21': -2.9029206289669043, 'beta_22': 1.3191949765983022, 'beta_23': 2.0074599568738156, 'beta_24': 1.7429343186834398, 'beta_25': 1.3585979808501816, 'beta_26': -2.959489722483695, 'beta_27': 0.17165349620685239, 'beta_28': -0.22989666439730708, 'beta_29': 1.941280691886079, 'beta_30': -3.1381592312446736, 'beta_31': -3.1297795325315154, 'beta_32': -1.2435505511248197, 'beta_33': 1.129390131389513, 'beta_34': -2.466921521317343, 'beta_35': 0.8265409616264099, 'beta_36': 1.4194102874769792, 'beta_37': -3.141440315752839, 'beta_38': -1.9468447587333233, 'beta_39': -0.7865639170169856, 'beta_40': -0.3284633553911152, 'beta_41': -0.44588352590942815, 'beta_42': 1.1555845255147341, 'beta_43': 0.47909646913039383, 'beta_44': -0.6805055635243829}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 14:55:27,640] Trial 76 finished with value: -30.651374641623338 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': 0.1113663875352961, 'gamma_1': 0.06016430606940193, 'gamma_2': 0.9570446793403632, 'gamma_3': -1.5383820382815632, 'gamma_4': 1.91423486089508, 'gamma_5': -1.4771791948032609, 'gamma_6': 1.5850025537810268, 'gamma_7': -1.6277216184239216, 'gamma_8': 0.3156928093045851, 'gamma_9': -0.029109501507589397, 'gamma_10': 0.11508010260335466, 'gamma_11': -0.8530508637771949, 'gamma_12': -2.876663047848428, 'gamma_13': -3.133752332496048, 'gamma_14': 2.5506589822363575, 'gamma_15': -1.9408936824138048, 'gamma_16': 2.051551982502586, 'gamma_17': 3.063107836963746, 'gamma_18': 1.8583513579699582, 'gamma_19': -2.3765813256665935, 'gamma_20': -0.822703042660237, 'gamma_21': -1.8114516065695008, 'gamma_22': -0.8893832272294457, 'gamma_23': -3.131762277712386, 'gamma_24': -2.348857614431079, 'gamma_25': 1.036644519383858, 'gamma_26': 1.636334789309021, 'gamma_27': -0.9233179844816947, 'gamma_28': -2.2119247015759997, 'gamma_29': 2.3262174365977906, 'gamma_30': 1.810370429217728, 'gamma_31': 2.8903041554215627, 'gamma_32': 2.4110490107715465, 'gamma_33': 0.8334868031337737, 'gamma_34': 0.40413487935531, 'gamma_35': -0.9379045122788569, 'gamma_36': -1.4197918134342173, 'gamma_37': 0.4162379330029561, 'gamma_38': 0.40481459951635224, 'gamma_39': 1.743604027567175, 'gamma_40': 1.4240269248359654, 'gamma_41': -2.8091127378278293, 'gamma_42': -0.9986134525806949, 'beta_0': -0.23046112902218086, 'beta_1': -1.160782549517432, 'beta_2': 1.8734974905416626, 'beta_3': -1.7690108569776872, 'beta_4': -0.34886028935847946, 'beta_5': 1.8429263066856663, 'beta_6': -2.4812047514738014, 'beta_7': 1.504923326817686, 'beta_8': 1.907004642999555, 'beta_9': -0.6503528650080161, 'beta_10': -0.2995346511472522, 'beta_11': 1.7145491108727364, 'beta_12': 0.7213911557090333, 'beta_13': -2.7267553884443556, 'beta_14': -0.32810696800879974, 'beta_15': -0.7431325268681797, 'beta_16': -3.1086820111177538, 'beta_17': -2.63894417581109, 'beta_18': -1.494447352866789, 'beta_19': 2.92584190618686, 'beta_20': 1.8444244039897713, 'beta_21': -1.4121170754141656, 'beta_22': 2.649283896194296, 'beta_23': -2.9618506243852663, 'beta_24': -0.3741571630700742, 'beta_25': 0.8932508124823437, 'beta_26': 0.27747108571756623, 'beta_27': -0.10966669975415974, 'beta_28': 0.9769676179358486, 'beta_29': 0.7939555143939243, 'beta_30': -2.541419799839603, 'beta_31': 2.335139538165238, 'beta_32': -2.471937474256972, 'beta_33': 2.8737507818585124, 'beta_34': 1.2119634976052767, 'beta_35': 0.24124849339210175, 'beta_36': 2.7326127826701136, 'beta_37': -2.6666671788593, 'beta_38': 0.9508620863019653, 'beta_39': 0.4351648796778407, 'beta_40': -1.0656656725432099, 'beta_41': -1.1717105229354083, 'beta_42': -0.10911410121817422}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 15:33:02,773] Trial 77 finished with value: -24.00437497047159 and parameters: {'optimizer': 'SPSA', 'reps': 41, 'gamma_0': -0.3144416665917373, 'gamma_1': -0.7807942598905451, 'gamma_2': 2.087608083653978, 'gamma_3': -1.0550348868093293, 'gamma_4': -2.5712455608786997, 'gamma_5': -1.046118583537477, 'gamma_6': 2.202673894106103, 'gamma_7': -0.8318395185657343, 'gamma_8': -0.1350627749642021, 'gamma_9': 0.5010747834746042, 'gamma_10': 0.5043697787138154, 'gamma_11': -0.6776300661501824, 'gamma_12': -2.144901297579644, 'gamma_13': -2.2847377918780696, 'gamma_14': 1.8820245689398685, 'gamma_15': -2.695842078979509, 'gamma_16': 1.8185990127650946, 'gamma_17': 0.2221411730712653, 'gamma_18': 1.2361649658225946, 'gamma_19': -1.6119188821317008, 'gamma_20': -0.6046229547288094, 'gamma_21': 3.1353577541094877, 'gamma_22': -1.1167836812375407, 'gamma_23': -1.509429064729581, 'gamma_24': -1.9651434188029495, 'gamma_25': 0.3827574652348671, 'gamma_26': 2.137288818404354, 'gamma_27': 0.6059389675845642, 'gamma_28': -1.1245431767368637, 'gamma_29': -2.8258656557733906, 'gamma_30': 0.8926820805813835, 'gamma_31': -2.3292215837504013, 'gamma_32': 1.535625740454871, 'gamma_33': -0.4964179200021852, 'gamma_34': -0.3411148359701008, 'gamma_35': -0.33002251448197095, 'gamma_36': -2.778610373884286, 'gamma_37': 2.1799143263459264, 'gamma_38': -2.7849192595738756, 'gamma_39': 2.5854219157850613, 'gamma_40': 2.3059265524288883, 'beta_0': -0.03754721394570448, 'beta_1': 2.1809286252895936, 'beta_2': 2.6487121436226175, 'beta_3': -2.194348723747033, 'beta_4': 0.7473971588545474, 'beta_5': 2.3741571470946496, 'beta_6': -0.6623693129411622, 'beta_7': 1.8069536193561193, 'beta_8': -1.7028891034665317, 'beta_9': 0.261790216110434, 'beta_10': -1.432614181931282, 'beta_11': 0.1979947885897328, 'beta_12': 0.38096477440551024, 'beta_13': -1.5120786990282904, 'beta_14': -1.6698656380704358, 'beta_15': 0.007181016298538923, 'beta_16': -2.285746570019456, 'beta_17': -2.934308429798362, 'beta_18': -2.634247271572521, 'beta_19': 2.2193574951272192, 'beta_20': 2.577621321505564, 'beta_21': 0.28642672105045774, 'beta_22': 2.283871240195557, 'beta_23': 1.3569850009512114, 'beta_24': 1.1460476955276753, 'beta_25': 0.198449257007989, 'beta_26': -2.4806115814227394, 'beta_27': 0.7514099036505526, 'beta_28': -0.9286583379612516, 'beta_29': 2.505509752464014, 'beta_30': -2.935778186419736, 'beta_31': -0.22458666811794645, 'beta_32': -2.241416688868881, 'beta_33': 1.442083063787342, 'beta_34': 0.481271573042568, 'beta_35': -0.9678505337222449, 'beta_36': 1.7933444160223468, 'beta_37': -1.5136538796732903, 'beta_38': -2.715200183150555, 'beta_39': 1.9878771658545564, 'beta_40': -1.8765447591858093}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 15:48:03,753] Trial 78 finished with value: -31.983000796144513 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': 0.4940974534502037, 'gamma_1': 0.7633300883117421, 'gamma_2': 1.7937556371598251, 'gamma_3': -0.6305293506780989, 'gamma_4': 0.44116037838657407, 'gamma_5': -2.9356340016328777, 'gamma_6': 2.6176663487058134, 'gamma_7': -0.5260290410988031, 'gamma_8': 0.6430614902103837, 'gamma_9': -0.6788572832448817, 'gamma_10': -2.589456868647433, 'gamma_11': -0.1847435081681667, 'gamma_12': -3.1356394254042916, 'gamma_13': -0.6830703818182897, 'gamma_14': -0.12280555231187051, 'gamma_15': -1.4683938234004406, 'gamma_16': -3.0309436390626816, 'gamma_17': 1.5604103917308885, 'gamma_18': 2.2614773745573116, 'gamma_19': -0.8549782811210638, 'gamma_20': 1.8083474305044542, 'gamma_21': 2.2700168611918254, 'gamma_22': -2.402650807242596, 'gamma_23': -0.764985611360582, 'gamma_24': -1.3993348888079395, 'gamma_25': 1.2392531608391422, 'gamma_26': 0.09505003018250158, 'gamma_27': 0.2502532833091605, 'gamma_28': -1.3773999241464847, 'gamma_29': 3.044491306531027, 'gamma_30': 2.3452917804043367, 'gamma_31': -1.0390789889403345, 'gamma_32': 2.8827968957830414, 'beta_0': 0.7089964235003401, 'beta_1': 2.912769529902077, 'beta_2': -0.18449627029762675, 'beta_3': -0.4272853871384706, 'beta_4': -0.4997456208063859, 'beta_5': 1.4979716294011483, 'beta_6': -1.406570870746467, 'beta_7': 1.164742281777268, 'beta_8': 2.9283988884602428, 'beta_9': 0.829921562147615, 'beta_10': -2.6886711161529377, 'beta_11': 0.49489374789206697, 'beta_12': -0.3273754522942749, 'beta_13': 0.8092562266535457, 'beta_14': 0.32974626890862413, 'beta_15': -3.0899337682796606, 'beta_16': -1.7456102287997475, 'beta_17': -0.2954456289980333, 'beta_18': -1.8050749925750766, 'beta_19': 0.9166168993584489, 'beta_20': 0.2488837425002156, 'beta_21': -2.1638160187862794, 'beta_22': 1.813789556006505, 'beta_23': 1.60654816246289, 'beta_24': 0.5634971291375984, 'beta_25': 0.626680849388372, 'beta_26': -0.34578226171797033, 'beta_27': -1.6302329976318746, 'beta_28': -1.3748798412073626, 'beta_29': 1.6185939466652888, 'beta_30': -1.7332282325865338, 'beta_31': 1.916547969204076, 'beta_32': 1.1422210053127695}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 15:59:41,591] Trial 79 finished with value: -31.64424983668339 and parameters: {'optimizer': 'COBYLA', 'reps': 25, 'gamma_0': 0.9720225954826223, 'gamma_1': 1.5885873655063953, 'gamma_2': 1.4055399215068507, 'gamma_3': 0.4366622843663495, 'gamma_4': -1.4902621237750173, 'gamma_5': -0.13112206551906647, 'gamma_6': 1.3243991954622973, 'gamma_7': -1.2740867527838682, 'gamma_8': -0.4287111261463974, 'gamma_9': 1.2655724806565936, 'gamma_10': -2.3515630812394956, 'gamma_11': -0.8832601704457406, 'gamma_12': -1.0077841072999094, 'gamma_13': -0.05604632840289031, 'gamma_14': 2.2065610442111963, 'gamma_15': -1.648418974025731, 'gamma_16': 2.590911547757041, 'gamma_17': 1.2167702052353702, 'gamma_18': 1.4989488927119103, 'gamma_19': -0.233315353700702, 'gamma_20': 2.6992712865337283, 'gamma_21': 0.1086217449065372, 'gamma_22': -0.07539733616835598, 'gamma_23': 1.02153861601514, 'gamma_24': -2.623670048618724, 'beta_0': -1.7889887976878915, 'beta_1': 1.7963264571588424, 'beta_2': 2.374145508039616, 'beta_3': -1.1347418173374235, 'beta_4': 0.012686671224415635, 'beta_5': 1.0395418444043465, 'beta_6': -1.010394041704126, 'beta_7': -0.22353248478719046, 'beta_8': 2.480906321636038, 'beta_9': -0.7596215535550092, 'beta_10': -2.2303762799407996, 'beta_11': 0.8054465905204355, 'beta_12': -0.5567937374303384, 'beta_13': -1.1993416344675358, 'beta_14': -0.9283894186752969, 'beta_15': -0.21476945231907812, 'beta_16': -2.6358018640993763, 'beta_17': -3.124871143785991, 'beta_18': -1.2422657414038691, 'beta_19': 1.9990398226145036, 'beta_20': -1.668830646496859, 'beta_21': -1.7372361072436826, 'beta_22': 0.812091531818091, 'beta_23': 2.3912059683184292, 'beta_24': 1.4566360273592331}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 16:20:43,170] Trial 80 finished with value: -31.863250000971682 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': 0.7381267194864518, 'gamma_1': -1.8324817259933253, 'gamma_2': -0.10079113969270148, 'gamma_3': 0.24768223045424026, 'gamma_4': 1.271695245884247, 'gamma_5': -0.597719437669998, 'gamma_6': 1.9857750706618151, 'gamma_7': -1.831348807048277, 'gamma_8': 0.9337313368329991, 'gamma_9': 0.17425232044343614, 'gamma_10': 0.8829353364461852, 'gamma_11': -1.5448676955774219, 'gamma_12': -1.940091775108741, 'gamma_13': -0.9082462308859562, 'gamma_14': 2.347032124613397, 'gamma_15': -1.047208321502211, 'gamma_16': 1.1981280248849249, 'gamma_17': -1.7334786316698387, 'gamma_18': 0.9787332415862267, 'gamma_19': -1.9534245721095487, 'gamma_20': 2.4456295896600513, 'gamma_21': -2.2709189745421567, 'gamma_22': -1.9200087811520388, 'gamma_23': -2.6792660564513637, 'gamma_24': -3.1171867749824833, 'gamma_25': 1.6357477030810397, 'gamma_26': 2.6093206711462176, 'gamma_27': 1.401251593598451, 'gamma_28': -0.5604185128443482, 'gamma_29': -2.2335632042979854, 'gamma_30': 2.9562032698292438, 'gamma_31': -1.7259923617945538, 'gamma_32': -2.2844983596182566, 'gamma_33': 1.4000861596191518, 'gamma_34': 1.7341528425722934, 'gamma_35': 3.0405554760896902, 'gamma_36': -2.4309478312090316, 'gamma_37': -0.9871463137848867, 'gamma_38': -1.2338885353468196, 'gamma_39': 2.2341326368672596, 'gamma_40': 0.5979137163435633, 'gamma_41': 1.2656172846114568, 'gamma_42': -0.4460096693125345, 'gamma_43': 0.4127883968947027, 'gamma_44': 1.3425694342800818, 'gamma_45': 0.6100835749237987, 'gamma_46': -0.32711616218467787, 'gamma_47': 1.2595630932155373, 'gamma_48': -1.5102940519705252, 'beta_0': -0.5410022933644483, 'beta_1': 2.7306732237850704, 'beta_2': 2.055253236674536, 'beta_3': -0.11363252482944619, 'beta_4': -0.788842019663066, 'beta_5': 1.7206757943309874, 'beta_6': -2.0701860855610654, 'beta_7': 0.4590925264957415, 'beta_8': 1.3657443914560348, 'beta_9': -1.016433879344793, 'beta_10': -0.5719654447842515, 'beta_11': 1.542110484365103, 'beta_12': 1.2757191122660358, 'beta_13': -2.1533154944142394, 'beta_14': -1.149342887016745, 'beta_15': -2.235288358016229, 'beta_16': -1.497304702582953, 'beta_17': -2.3544814464917003, 'beta_18': -2.421781238783518, 'beta_19': 1.8007042604414314, 'beta_20': 0.5980565273737437, 'beta_21': -0.7230966120348135, 'beta_22': 0.525620574797959, 'beta_23': 0.8095768079864495, 'beta_24': 1.9689412226023495, 'beta_25': -0.5193098100456868, 'beta_26': -2.290185768550575, 'beta_27': -0.7682487364588835, 'beta_28': 0.0535265948439235, 'beta_29': 0.06839795430604045, 'beta_30': 0.1970405772103977, 'beta_31': 0.8551425734614546, 'beta_32': -0.6737727163801248, 'beta_33': 2.147095550960885, 'beta_34': 1.7188984329490975, 'beta_35': -2.093751933953657, 'beta_36': 0.3600813810760206, 'beta_37': -0.9383491210112704, 'beta_38': 0.20761191826380054, 'beta_39': 0.19313025558630426, 'beta_40': 1.3664284453897169, 'beta_41': 0.46926869353070244, 'beta_42': 0.7489632837014109, 'beta_43': -0.5950775568480723, 'beta_44': -2.1025808258168217, 'beta_45': 3.125705446220261, 'beta_46': 2.14281230204917, 'beta_47': -1.3624118853410558, 'beta_48': -1.4353237649141812}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 16:36:45,949] Trial 81 finished with value: -31.917500003983932 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': 0.32849385096508543, 'gamma_1': 0.5679567431143894, 'gamma_2': 1.5938700938910033, 'gamma_3': -2.0740888396269686, 'gamma_4': 2.6904042982914085, 'gamma_5': 0.10401378045094445, 'gamma_6': 1.811944753617495, 'gamma_7': -2.200414014611907, 'gamma_8': 0.17025012706258205, 'gamma_9': -0.3102526855536602, 'gamma_10': -1.812245594207281, 'gamma_11': -0.4704362727956794, 'gamma_12': -2.9157601187995885, 'gamma_13': -1.203012567547928, 'gamma_14': 2.034349899167383, 'gamma_15': -2.1455418876346966, 'gamma_16': 1.5600544070146107, 'gamma_17': 1.7577316599470016, 'gamma_18': 2.030466175226687, 'gamma_19': -2.597872729011092, 'gamma_20': 2.5829096943062333, 'gamma_21': -0.5843321058041004, 'gamma_22': -0.7791601354676574, 'gamma_23': -2.776914448226227, 'gamma_24': -2.2645375820475557, 'gamma_25': 1.9523495823875439, 'gamma_26': 1.305314789083064, 'gamma_27': -0.2482188979654033, 'gamma_28': -0.8430977974990383, 'gamma_29': 0.30314682211551125, 'gamma_30': 1.4332781101909013, 'gamma_31': -1.5877866740975026, 'gamma_32': -1.202942845832564, 'gamma_33': 1.743480229136098, 'gamma_34': -1.3963357557740965, 'gamma_35': 0.024524841374333972, 'gamma_36': -1.608616464688327, 'beta_0': -0.8474276496917057, 'beta_1': 2.390013877749047, 'beta_2': 2.265099732083538, 'beta_3': -2.4326270918272814, 'beta_4': 0.5969988472389179, 'beta_5': 1.4546853084748823, 'beta_6': -1.550086842196384, 'beta_7': 0.37840663480266923, 'beta_8': 1.1212642220537372, 'beta_9': -1.3845147006063159, 'beta_10': -3.0768824607749554, 'beta_11': 1.3501885096808959, 'beta_12': 1.0066083667497348, 'beta_13': -2.8969627878008675, 'beta_14': -0.09106209049748124, 'beta_15': -0.8335275582746093, 'beta_16': -2.236815192594836, 'beta_17': -2.1780635467714142, 'beta_18': -2.572099607819031, 'beta_19': 2.547379926887452, 'beta_20': 1.071678930550303, 'beta_21': -1.050274365957159, 'beta_22': 1.777687656945311, 'beta_23': 2.8239859706496615, 'beta_24': 2.832078529994683, 'beta_25': 0.8253857134437467, 'beta_26': -2.933263873795919, 'beta_27': -1.3476939211328012, 'beta_28': 2.6103563821365054, 'beta_29': -2.1305457509053456, 'beta_30': -2.03017192051472, 'beta_31': 3.1158594728610254, 'beta_32': -2.903953314284619, 'beta_33': 2.6311489976756404, 'beta_34': 2.464225723050034, 'beta_35': -1.2876127749475152, 'beta_36': 1.183207095921772}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 16:51:36,229] Trial 82 finished with value: -32.332125187365435 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': -0.06867766239677903, 'gamma_1': 1.1304532490056332, 'gamma_2': 1.1556536804655413, 'gamma_3': -1.3811255695906066, 'gamma_4': 2.24660888040632, 'gamma_5': -0.42876658126905687, 'gamma_6': -0.5503220944346338, 'gamma_7': -2.0421844056850684, 'gamma_8': 0.47938160410010333, 'gamma_9': 0.09372953197613373, 'gamma_10': -2.114749537594772, 'gamma_11': -0.29820197491838696, 'gamma_12': -2.711259353891509, 'gamma_13': -1.050933234562346, 'gamma_14': 1.9481893006633884, 'gamma_15': -2.0577620073042704, 'gamma_16': 0.9209051310429125, 'gamma_17': 2.434339230138165, 'gamma_18': 2.148005533520525, 'gamma_19': -2.833569041000483, 'gamma_20': 2.243167889913133, 'gamma_21': 1.7966117043751195, 'gamma_22': -1.6929775684082797, 'gamma_23': -2.6334275216316074, 'gamma_24': -1.6203267350372574, 'gamma_25': 0.6669521527838733, 'gamma_26': 1.3984460055332286, 'gamma_27': -0.6503024536232009, 'gamma_28': -0.9227711498799744, 'gamma_29': 1.3038796999652076, 'gamma_30': 1.9332573795897499, 'gamma_31': -1.8167053047665505, 'gamma_32': -1.8377955192820954, 'gamma_33': 2.2452021849553683, 'beta_0': -2.091235269162451, 'beta_1': 2.2684159802652704, 'beta_2': 2.977101404567225, 'beta_3': -2.237850301653607, 'beta_4': 0.5923854224692587, 'beta_5': 1.2928450046029416, 'beta_6': 2.461460893424837, 'beta_7': 0.17033003181132567, 'beta_8': 1.6079716557106762, 'beta_9': -1.6716944852054723, 'beta_10': -3.1188487221187833, 'beta_11': 1.178480296963351, 'beta_12': 0.3414671656964179, 'beta_13': -3.001709156483887, 'beta_14': -0.6503874206483728, 'beta_15': -1.9551976498286376, 'beta_16': -2.159807963153215, 'beta_17': 0.8347547673456558, 'beta_18': -2.008793917824866, 'beta_19': 2.75749877747752, 'beta_20': 1.2760410271182898, 'beta_21': -2.7046528687022175, 'beta_22': 1.219768400809964, 'beta_23': 2.613014647482478, 'beta_24': 2.4315936093531607, 'beta_25': 0.4221824583416238, 'beta_26': -2.706689123595891, 'beta_27': -0.7859985423527474, 'beta_28': 2.7950523752289937, 'beta_29': 2.2461037775259154, 'beta_30': -1.7887486646855981, 'beta_31': 2.885666218832255, 'beta_32': -3.084922044573093, 'beta_33': 2.4220409664542504}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 17:05:25,432] Trial 83 finished with value: -30.99537497282465 and parameters: {'optimizer': 'COBYLA', 'reps': 31, 'gamma_0': -0.10061732865142214, 'gamma_1': 1.2626763542245485, 'gamma_2': 1.0709085916901715, 'gamma_3': -1.8132686777416158, 'gamma_4': 2.2904551778514306, 'gamma_5': -0.4529836200417161, 'gamma_6': -0.7169664404973468, 'gamma_7': -2.330996232503809, 'gamma_8': 0.42401783163389295, 'gamma_9': 0.31515852848460646, 'gamma_10': -2.9328754161219237, 'gamma_11': 0.3058142781536932, 'gamma_12': -2.413765507534873, 'gamma_13': -0.5537503805521455, 'gamma_14': 1.6577012720334867, 'gamma_15': -1.8118315329937489, 'gamma_16': 2.8687271302159343, 'gamma_17': 2.7175832779150246, 'gamma_18': 2.7393403273201833, 'gamma_19': -2.9402687478799137, 'gamma_20': 2.167453519798136, 'gamma_21': 1.7366347967079718, 'gamma_22': -1.6315097719163634, 'gamma_23': -1.995812482256717, 'gamma_24': -1.7488818831700241, 'gamma_25': 0.8113508989411868, 'gamma_26': 0.8759604452460694, 'gamma_27': -0.5999150126365738, 'gamma_28': -1.6335013011672745, 'gamma_29': 1.3091809526323923, 'gamma_30': 1.867326915292798, 'beta_0': -2.516751978851941, 'beta_1': 2.111992276384171, 'beta_2': 2.975520393167025, 'beta_3': -2.754369167296855, 'beta_4': 0.9882757455721909, 'beta_5': 2.0508831366046603, 'beta_6': 2.485173832221662, 'beta_7': 0.12900769414593904, 'beta_8': 1.5302601750019171, 'beta_9': -0.5416607234356874, 'beta_10': -2.7878741960176088, 'beta_11': 2.233315103275722, 'beta_12': 0.37657351396449307, 'beta_13': -3.050891821798819, 'beta_14': -0.5664993341362021, 'beta_15': -1.8347663470056763, 'beta_16': -2.471113450918954, 'beta_17': 0.8155581860721864, 'beta_18': -1.927967603208033, 'beta_19': 0.6778296573591147, 'beta_20': 1.2261721432274553, 'beta_21': -2.3555513841328524, 'beta_22': 1.1832422894003538, 'beta_23': 2.57003068508163, 'beta_24': 2.3170310295347574, 'beta_25': 0.4344741558239201, 'beta_26': -1.848766353927616, 'beta_27': -0.6791199306166675, 'beta_28': 2.4146219424103115, 'beta_29': 2.1463267181276793, 'beta_30': -1.3139114771841593}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 17:20:56,616] Trial 84 finished with value: -31.375125741333598 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': 0.20852920630124075, 'gamma_1': 1.0643474851038592, 'gamma_2': 0.8159759330594608, 'gamma_3': -1.5338938819813084, 'gamma_4': 2.0110987431200544, 'gamma_5': -1.2662632223154815, 'gamma_6': -1.0686859103043185, 'gamma_7': -1.3192947244794015, 'gamma_8': 1.321044985673694, 'gamma_9': -0.8686681783257144, 'gamma_10': -2.416090780832791, 'gamma_11': 0.02003849454148593, 'gamma_12': -2.636949653744728, 'gamma_13': -0.31731195901512954, 'gamma_14': 1.4769486967255103, 'gamma_15': -2.44076181201735, 'gamma_16': 0.6701359301724055, 'gamma_17': 2.4873673086064945, 'gamma_18': 2.5249635922789375, 'gamma_19': -2.4717656766154543, 'gamma_20': -1.3302582929268412, 'gamma_21': 2.7010451249989007, 'gamma_22': -0.5234799073924703, 'gamma_23': -2.4166915305382126, 'gamma_24': -1.6883232991327777, 'gamma_25': 0.6269641335245494, 'gamma_26': 1.2051734942229828, 'gamma_27': -1.323908576146304, 'gamma_28': -0.250091862149884, 'gamma_29': 1.580081790085185, 'gamma_30': 2.266097122844324, 'gamma_31': -1.9705244098685646, 'gamma_32': -1.864271655678101, 'gamma_33': 2.8979352220112258, 'beta_0': -2.125326384365429, 'beta_1': 2.0084312408686036, 'beta_2': 3.0329629553248, 'beta_3': 0.17365640899934087, 'beta_4': 1.4405923545612054, 'beta_5': 1.2951237286164947, 'beta_6': 3.1240804983715624, 'beta_7': 0.6138101192961944, 'beta_8': 2.192450548463167, 'beta_9': -1.6411694653123763, 'beta_10': -2.9067339394974994, 'beta_11': 0.7634372634028259, 'beta_12': 0.04246828855401996, 'beta_13': 1.327673453526699, 'beta_14': 0.0982026916613511, 'beta_15': -2.6399637795752824, 'beta_16': -2.0528314929259364, 'beta_17': 0.4248566683668738, 'beta_18': -2.0819871922774755, 'beta_19': 2.951668256286584, 'beta_20': 1.7515031469261437, 'beta_21': -2.6622124629381343, 'beta_22': 2.001991708948938, 'beta_23': 1.041757988782242, 'beta_24': 2.1443244378364943, 'beta_25': -1.5193610213765318, 'beta_26': -2.5674848060309454, 'beta_27': -0.20087086604461268, 'beta_28': 2.934054747994585, 'beta_29': 2.160896184505957, 'beta_30': -2.52987880312939, 'beta_31': 2.6795907031730386, 'beta_32': -3.1378519625908674, 'beta_33': 2.07478878820112}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 17:36:43,966] Trial 85 finished with value: -31.69174994936442 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': 1.2820014857106, 'gamma_1': 1.0556582739139182, 'gamma_2': 0.5037440803491574, 'gamma_3': 1.007036663944252, 'gamma_4': 1.7468083554905438, 'gamma_5': -0.79744266642026, 'gamma_6': -0.3243864675160767, 'gamma_7': 2.8327665940740574, 'gamma_8': 0.5734062061909713, 'gamma_9': -0.123429478664105, 'gamma_10': -1.0099933033468225, 'gamma_11': -0.21072645059943967, 'gamma_12': -2.1807616591126537, 'gamma_13': -0.8913986389131494, 'gamma_14': 1.9591553295971365, 'gamma_15': 1.2531749199870268, 'gamma_16': 1.0105193313267549, 'gamma_17': 2.930185917005519, 'gamma_18': 1.878532905276134, 'gamma_19': -2.9389857031444793, 'gamma_20': 2.974433199244663, 'gamma_21': 0.8275845677569796, 'gamma_22': -1.4849578407841841, 'gamma_23': -2.980236376938125, 'gamma_24': -2.0451623408273054, 'gamma_25': 0.34896375725555573, 'gamma_26': 1.7728958464431508, 'gamma_27': -0.7012282021507047, 'gamma_28': -2.017435624893244, 'gamma_29': 1.8092842173777999, 'gamma_30': -3.140222537300245, 'gamma_31': -2.5189145618497797, 'gamma_32': -1.5493788908361263, 'gamma_33': 2.0111675850958575, 'gamma_34': 1.240951874175349, 'gamma_35': -0.7448471500774241, 'beta_0': -1.4581704784958012, 'beta_1': 2.5092824689609436, 'beta_2': 1.471969370298527, 'beta_3': -2.5352245296988305, 'beta_4': 0.4008274282756122, 'beta_5': 0.4543869091097958, 'beta_6': -0.5159198757515822, 'beta_7': 1.997803182666686, 'beta_8': 0.08520096236903862, 'beta_9': -1.7167909066886726, 'beta_10': -2.398341048149202, 'beta_11': 1.8426514792585982, 'beta_12': 0.8886594602601373, 'beta_13': -2.696747101362059, 'beta_14': -0.24949528065847684, 'beta_15': 0.7297967376748684, 'beta_16': -1.8570306125942557, 'beta_17': 1.178458917293521, 'beta_18': -1.3044504257608132, 'beta_19': 2.670783515241421, 'beta_20': 0.8520440915430393, 'beta_21': -2.827478791701017, 'beta_22': 1.5888969809504334, 'beta_23': 0.5339833816222754, 'beta_24': 2.4483273736770137, 'beta_25': 0.1898867060777033, 'beta_26': -2.1470452004718004, 'beta_27': -0.3900750807253205, 'beta_28': 0.33522628258548415, 'beta_29': 1.5829406342994408, 'beta_30': -2.275457608267612, 'beta_31': -2.7602746175203077, 'beta_32': -0.17561021313876304, 'beta_33': 2.319811868043577, 'beta_34': 0.9108869640341508, 'beta_35': -1.856957937528387}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 17:56:56,804] Trial 86 finished with value: -32.646124872428565 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': -0.009104305225203418, 'gamma_1': 1.4788043413945497, 'gamma_2': 0.2934990354514986, 'gamma_3': -0.8867023170585582, 'gamma_4': 2.3380697194074704, 'gamma_5': -0.2973644759854002, 'gamma_6': -0.9334591616026309, 'gamma_7': -2.8149891856087392, 'gamma_8': -1.9155212213466961, 'gamma_9': -0.4220700630025175, 'gamma_10': -2.194214374949087, 'gamma_11': -3.1251637247429422, 'gamma_12': -1.743814146419657, 'gamma_13': 1.221752112105043, 'gamma_14': -2.917804997791691, 'gamma_15': -2.013827316916433, 'gamma_16': 0.8415154976699243, 'gamma_17': 2.137202933907232, 'gamma_18': 1.6800140268045998, 'gamma_19': -2.1516133492584326, 'gamma_20': 2.3394862898716613, 'gamma_21': 1.9282223480822565, 'gamma_22': -1.150233819622316, 'gamma_23': -1.7010704580890013, 'gamma_24': -1.494148811433908, 'gamma_25': 0.9707610526972931, 'gamma_26': 1.0282005531947436, 'gamma_27': -1.1315284752451815, 'gamma_28': -1.0106488763522752, 'gamma_29': 2.2030685552637492, 'gamma_30': 2.677642818518489, 'gamma_31': -2.108995729651432, 'gamma_32': -1.902744306738626, 'gamma_33': 1.0266109297805417, 'gamma_34': -0.9230873279061861, 'gamma_35': -1.8766578344627336, 'gamma_36': -1.000299865118217, 'gamma_37': -1.800574614566516, 'gamma_38': -1.6511339246160588, 'gamma_39': 0.7200480533807657, 'gamma_40': 1.1641555412384088, 'gamma_41': 1.9877268681406728, 'gamma_42': -2.3356268708939725, 'gamma_43': -1.8244279635288225, 'gamma_44': 2.447943918780945, 'gamma_45': 1.1194495953034354, 'gamma_46': 0.5277222703598479, 'beta_0': -1.0768781881666922, 'beta_1': 2.238460816645576, 'beta_2': 2.5768352114629023, 'beta_3': -2.276358232064898, 'beta_4': 0.19674619329028614, 'beta_5': 1.7318501895132363, 'beta_6': 2.516715009193224, 'beta_7': -0.7813114271981896, 'beta_8': 2.6588495895995337, 'beta_9': -0.2714142878873078, 'beta_10': -2.5325542671163483, 'beta_11': 1.0906049672458904, 'beta_12': 0.5993739488317034, 'beta_13': 0.3682378214925406, 'beta_14': -0.4249066347416504, 'beta_15': -2.2886998178032503, 'beta_16': -2.954730460735671, 'beta_17': 0.9407088607848224, 'beta_18': -1.7239419310468307, 'beta_19': 2.2702220487217994, 'beta_20': -2.869745247184423, 'beta_21': -1.9396333882728354, 'beta_22': 1.016202429854244, 'beta_23': 2.1206111139038017, 'beta_24': 1.9155002100169798, 'beta_25': 1.6194236129211792, 'beta_26': -2.6574450645352172, 'beta_27': -0.8211398024595021, 'beta_28': -0.5030201417872001, 'beta_29': 2.820408804389471, 'beta_30': -1.7320638632862209, 'beta_31': 2.328948399943223, 'beta_32': 0.42649246115548006, 'beta_33': 2.709748261571448, 'beta_34': -0.4801918012299572, 'beta_35': -2.8746883022662635, 'beta_36': -3.0848934752302957, 'beta_37': -2.045657363813706, 'beta_38': 0.7640704066494031, 'beta_39': -0.09158659381859247, 'beta_40': -2.604124582097339, 'beta_41': 1.3837019197624953, 'beta_42': 1.5248949869299346, 'beta_43': 1.5714410732416264, 'beta_44': -1.0563077546223247, 'beta_45': 0.5594755673131303, 'beta_46': -0.508232756122989}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 18:17:43,378] Trial 87 finished with value: -31.61824976600753 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': 0.6212480037426011, 'gamma_1': 1.3971201272151552, 'gamma_2': 0.38271877786211417, 'gamma_3': -0.8856825165635397, 'gamma_4': 2.402239592428733, 'gamma_5': -0.2912063283423435, 'gamma_6': -1.6144161019828838, 'gamma_7': -2.9041005407281983, 'gamma_8': -2.148564761953485, 'gamma_9': -0.5950325636968569, 'gamma_10': -2.61680303374383, 'gamma_11': -3.1301228541788158, 'gamma_12': -2.762629044086743, 'gamma_13': 1.4995903261515677, 'gamma_14': 2.4571668811100498, 'gamma_15': -2.2456544412360655, 'gamma_16': 0.6856348303332414, 'gamma_17': 2.121438076772509, 'gamma_18': 1.5637404260457595, 'gamma_19': -2.094261121483787, 'gamma_20': 1.7932501282624083, 'gamma_21': 1.8322122728611279, 'gamma_22': -1.1644550723366376, 'gamma_23': -1.6101260654103537, 'gamma_24': -0.9894961178968305, 'gamma_25': 0.9502771733849729, 'gamma_26': 0.6657115673761622, 'gamma_27': -1.2463761290079607, 'gamma_28': -1.0409242969689414, 'gamma_29': 2.266528002087817, 'gamma_30': 2.607003728664552, 'gamma_31': -2.063473016957646, 'gamma_32': -2.0795647486386533, 'gamma_33': 0.9551069312892846, 'gamma_34': 0.9594663263048938, 'gamma_35': -1.790660838359205, 'gamma_36': -0.16500602536339176, 'gamma_37': -2.023325059666959, 'gamma_38': -2.0807170404413586, 'gamma_39': 0.7801555013276181, 'gamma_40': 1.291189890615029, 'gamma_41': 1.778397531838094, 'gamma_42': -2.013236682736675, 'gamma_43': -2.1457322703538746, 'gamma_44': 2.543305104076632, 'gamma_45': 0.7823388410300662, 'gamma_46': 0.6304410226609138, 'gamma_47': -0.8412943322046084, 'beta_0': -0.3334996700315219, 'beta_1': 1.1805221290008565, 'beta_2': 2.723702682052203, 'beta_3': -2.2366686598129757, 'beta_4': -0.01846770020748409, 'beta_5': 2.5378279047428025, 'beta_6': 2.4799864532891926, 'beta_7': -2.98858494817782, 'beta_8': 2.6228197778249065, 'beta_9': -0.2438092602659371, 'beta_10': -2.600378501916886, 'beta_11': 1.1154400537349471, 'beta_12': -0.12936514222496787, 'beta_13': 0.38092505303943963, 'beta_14': -0.6554000126354379, 'beta_15': -1.906861202442911, 'beta_16': -2.9855047997621504, 'beta_17': 1.6212886450629749, 'beta_18': -1.764862503861606, 'beta_19': 2.259143004662673, 'beta_20': -2.8931115570940777, 'beta_21': -1.997446233466203, 'beta_22': 0.17395569825236668, 'beta_23': 2.0827553475921032, 'beta_24': 1.835629767422646, 'beta_25': 1.6937668655177003, 'beta_26': 2.1713418743765827, 'beta_27': -0.8951779253926082, 'beta_28': -0.47008129323178627, 'beta_29': 2.797300221674755, 'beta_30': -1.690648904711073, 'beta_31': 2.3040927159725624, 'beta_32': 0.3882620441427407, 'beta_33': 2.9635032573469853, 'beta_34': -1.007659037936336, 'beta_35': -0.47238750117894907, 'beta_36': 0.7703577646985182, 'beta_37': -2.044296717968426, 'beta_38': 0.8633774846458728, 'beta_39': -0.006713775637851027, 'beta_40': -2.676198294402806, 'beta_41': 2.4634654372117173, 'beta_42': 1.5321229158393403, 'beta_43': 1.720100792003444, 'beta_44': -1.160273870899787, 'beta_45': 0.6070333232568283, 'beta_46': -0.40263419323760086, 'beta_47': 1.1443641641129672}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 18:37:28,103] Trial 88 finished with value: -31.519873236791046 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': 0.0527369074243742, 'gamma_1': -3.067898542584512, 'gamma_2': 0.0009449588805329201, 'gamma_3': -1.1638557662965374, 'gamma_4': 2.1957631622198344, 'gamma_5': -0.6581959868466793, 'gamma_6': -0.7111731853665683, 'gamma_7': -2.732986025097195, 'gamma_8': -1.904269763771837, 'gamma_9': 0.10619068754204279, 'gamma_10': -2.0900780784166266, 'gamma_11': -1.998328565367383, 'gamma_12': -0.5548415385599603, 'gamma_13': 1.245370191735812, 'gamma_14': 2.698326556870758, 'gamma_15': -1.9653049843223451, 'gamma_16': 0.3094718322436908, 'gamma_17': 2.303904354400463, 'gamma_18': 0.7824344888191793, 'gamma_19': -1.6076893685108955, 'gamma_20': 2.340041957291043, 'gamma_21': 1.525817905241738, 'gamma_22': -1.723967080711605, 'gamma_23': -1.7761741539753384, 'gamma_24': -0.6028305285779965, 'gamma_25': 0.17026569215802412, 'gamma_26': 1.0051006493271588, 'gamma_27': -1.01849816928368, 'gamma_28': -0.879658324174854, 'gamma_29': 1.151349468389293, 'gamma_30': 1.982602701298978, 'gamma_31': -1.8162738610870401, 'gamma_32': -1.8564086976255474, 'gamma_33': 0.45812537030952066, 'gamma_34': -1.0637496817235517, 'gamma_35': -2.144532206233077, 'gamma_36': 0.31999593033989604, 'gamma_37': -1.6161994346641801, 'gamma_38': -1.679290967673243, 'gamma_39': 0.15200169934512253, 'gamma_40': 1.1102667806822886, 'gamma_41': 0.1698188960939505, 'gamma_42': -2.9771325382647342, 'gamma_43': -2.3773817682952183, 'gamma_44': 3.105695287773687, 'gamma_45': 2.225545557131297, 'beta_0': -1.124852188372059, 'beta_1': 1.4239059736911526, 'beta_2': 2.541128810398317, 'beta_3': -1.7764253928877918, 'beta_4': 0.2264006155841216, 'beta_5': 2.2422907313801717, 'beta_6': 2.295443866108784, 'beta_7': -0.7164370429502098, 'beta_8': 1.870238695447545, 'beta_9': 0.4937049440060386, 'beta_10': -1.9451381100742746, 'beta_11': 2.0541261968959383, 'beta_12': 0.5971373106083091, 'beta_13': 0.6042462563317682, 'beta_14': -0.9236381585503165, 'beta_15': -2.4063267270656357, 'beta_16': -2.7469327517531688, 'beta_17': 0.9931273392776467, 'beta_18': -2.239890428901723, 'beta_19': -0.9580959827817526, 'beta_20': 0.22301840278214502, 'beta_21': -1.8286105761967715, 'beta_22': 1.284363250065552, 'beta_23': 2.3768002122874416, 'beta_24': 1.519061324644451, 'beta_25': -0.009651164497925802, 'beta_26': -2.633124224218424, 'beta_27': -1.0894290283798993, 'beta_28': -2.695895981614201, 'beta_29': 3.1000614651776055, 'beta_30': -1.442726595516313, 'beta_31': 2.866729154026976, 'beta_32': -1.4735655991232135, 'beta_33': -0.949173433316335, 'beta_34': -0.49672247075767106, 'beta_35': -2.900368963625093, 'beta_36': -3.1317541519447114, 'beta_37': -0.7016026225074458, 'beta_38': 0.697425537018648, 'beta_39': 0.9083379997615804, 'beta_40': -2.1355384671771693, 'beta_41': 2.0481754029146635, 'beta_42': 1.4726145139960365, 'beta_43': 0.7415374605921792, 'beta_44': -1.8799165915316411, 'beta_45': 1.8093750867254368}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 18:58:57,307] Trial 89 finished with value: -30.979999955193612 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': -0.622636078001012, 'gamma_1': 1.7845851538216118, 'gamma_2': 0.6465180744588321, 'gamma_3': -0.39323299591687916, 'gamma_4': 3.0483512225409464, 'gamma_5': -0.9787936375860327, 'gamma_6': -1.0703860419260451, 'gamma_7': -2.569877980799183, 'gamma_8': -2.901454290415062, 'gamma_9': 0.44784455208524643, 'gamma_10': -2.2236227766578307, 'gamma_11': -2.898983243832181, 'gamma_12': -1.7851525006695501, 'gamma_13': 1.8292144125382825, 'gamma_14': -2.926370932259429, 'gamma_15': -2.6006633197973215, 'gamma_16': 1.2599065101153228, 'gamma_17': 2.4646571637918635, 'gamma_18': 2.200404711225238, 'gamma_19': -2.7787250811048656, 'gamma_20': 1.5738714383506631, 'gamma_21': 1.1691618605704577, 'gamma_22': -1.2962004040060202, 'gamma_23': -2.0878278998061193, 'gamma_24': -1.5589897902695409, 'gamma_25': 1.1785034115794961, 'gamma_26': 0.49208096305815563, 'gamma_27': -1.533713181863157, 'gamma_28': -0.5083558135675482, 'gamma_29': 2.837077447685236, 'gamma_30': 2.891529126662753, 'gamma_31': -2.334650657278473, 'gamma_32': -2.464247277466579, 'gamma_33': 1.244557122806307, 'gamma_34': 0.23727099323648204, 'gamma_35': -1.5102181769501741, 'gamma_36': -0.9392906073353913, 'gamma_37': -1.8347740925511005, 'gamma_38': -2.4791101489078162, 'gamma_39': 1.0841697901858152, 'gamma_40': 0.07176475117351377, 'gamma_41': 2.0188609915567772, 'gamma_42': 0.27622446633444087, 'gamma_43': -1.2162812360757713, 'gamma_44': 2.2477192601626763, 'gamma_45': 1.0538395878308975, 'gamma_46': -3.0713490578333094, 'gamma_47': 1.7394888550432377, 'gamma_48': -1.1204146939392365, 'gamma_49': 1.3118901883422913, 'beta_0': -1.3078942423381634, 'beta_1': 2.257091659617478, 'beta_2': 2.7296400812474046, 'beta_3': -2.0515412420935446, 'beta_4': -0.1574935950676119, 'beta_5': 1.7566319361851537, 'beta_6': 1.882940781721832, 'beta_7': -1.5202705195637458, 'beta_8': 2.8120598915278068, 'beta_9': -0.07896481897068361, 'beta_10': -2.0871523798567244, 'beta_11': 0.959524313647375, 'beta_12': 1.0829713196160407, 'beta_13': 0.8725957312537, 'beta_14': 0.411267776664096, 'beta_15': -2.8000754855614622, 'beta_16': -2.398678776108771, 'beta_17': 0.07261751288062879, 'beta_18': -2.96028482508475, 'beta_19': 2.0680724695935417, 'beta_20': 0.5893721688712371, 'beta_21': -1.5689364580402296, 'beta_22': 2.966673950856425, 'beta_23': 3.1201879618386354, 'beta_24': 1.9095475551776402, 'beta_25': 2.9217086849612928, 'beta_26': -2.36877331840195, 'beta_27': -0.4837580903083226, 'beta_28': -0.7840126623465102, 'beta_29': 2.158410070968824, 'beta_30': -1.1331807547493549, 'beta_31': 1.9925380693816752, 'beta_32': -2.586156863715962, 'beta_33': 1.7718351607196974, 'beta_34': -0.0030761555664092777, 'beta_35': 0.12402379438889177, 'beta_36': -2.191578574963632, 'beta_37': -2.790192913730124, 'beta_38': -0.48061770392303305, 'beta_39': -0.18435507062156034, 'beta_40': -2.7991091706813616, 'beta_41': 0.9027757041208333, 'beta_42': 2.158908874606144, 'beta_43': 1.4306836227934294, 'beta_44': -0.851722781131297, 'beta_45': 0.5613577716110678, 'beta_46': -1.2778740113794858, 'beta_47': -1.0589817516721964, 'beta_48': -1.286509637478899, 'beta_49': -3.14056000878562}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 20:15:36,673] Trial 90 finished with value: -29.780375130969258 and parameters: {'optimizer': 'QN-SPSA', 'reps': 47, 'gamma_0': 0.5650943612181575, 'gamma_1': 0.8221837304505081, 'gamma_2': -0.4366979494212522, 'gamma_3': -1.3678690514869185, 'gamma_4': 2.5141505813466467, 'gamma_5': -0.10704443709785616, 'gamma_6': -1.4296501026858621, 'gamma_7': -3.0817106331627904, 'gamma_8': -2.5975240768829755, 'gamma_9': -0.4308523551583919, 'gamma_10': -1.8480893440242374, 'gamma_11': -1.1621536167848474, 'gamma_12': 0.4474706174361444, 'gamma_13': 2.0466308482314357, 'gamma_14': 3.010300161759353, 'gamma_15': -2.0564654654253256, 'gamma_16': 0.10637142046858783, 'gamma_17': 2.1758628612602093, 'gamma_18': 1.4002185665600195, 'gamma_19': -2.1810814023023566, 'gamma_20': 2.7223331675681166, 'gamma_21': 1.9199513138716102, 'gamma_22': -2.786888698131052, 'gamma_23': -2.277952248920613, 'gamma_24': -0.8210586906205872, 'gamma_25': 0.5345953808508657, 'gamma_26': 0.33357149278784, 'gamma_27': -1.0951707189486095, 'gamma_28': 0.2578945031294603, 'gamma_29': 1.4776947609524922, 'gamma_30': 1.2652360111264151, 'gamma_31': -2.6253687110395587, 'gamma_32': -0.7179050894737218, 'gamma_33': 1.564228166809848, 'gamma_34': 1.5695912702897394, 'gamma_35': -1.9423690026172575, 'gamma_36': -0.6621020286721881, 'gamma_37': -2.509931173095768, 'gamma_38': -1.4748993586871104, 'gamma_39': 0.3408593825386072, 'gamma_40': 1.6735007787203744, 'gamma_41': 1.0184101841800721, 'gamma_42': -2.3877470148866955, 'gamma_43': 0.09703620297495835, 'gamma_44': 2.649480057589733, 'gamma_45': 0.10435589329203773, 'gamma_46': -1.3812361712161676, 'beta_0': -0.6231596972492536, 'beta_1': 2.676565199134332, 'beta_2': 3.0968396264972338, 'beta_3': -0.75720228774592, 'beta_4': -1.40385999610407, 'beta_5': -1.9879195253236832, 'beta_6': -1.8926870979659418, 'beta_7': -1.3361291629583738, 'beta_8': 2.3079625896034246, 'beta_9': 0.1735282665721672, 'beta_10': -3.1413431943913492, 'beta_11': 1.2823515611661749, 'beta_12': 0.7763963070566793, 'beta_13': 0.5658326229274159, 'beta_14': -0.03058545205706842, 'beta_15': -2.2839863238295286, 'beta_16': -2.1082189618638663, 'beta_17': 0.8731613242419763, 'beta_18': -2.0124331589235087, 'beta_19': 2.4369349759349976, 'beta_20': 2.3209760063251847, 'beta_21': -2.387849582158135, 'beta_22': 0.8974867348110381, 'beta_23': 1.892111045965917, 'beta_24': 1.038290668760394, 'beta_25': 0.714245765513262, 'beta_26': -3.015564541081875, 'beta_27': 0.30159203237310145, 'beta_28': -1.164419768714631, 'beta_29': 2.759517737761134, 'beta_30': -1.987075271126399, 'beta_31': 2.565603754410769, 'beta_32': -1.7526940532134638, 'beta_33': 2.8016863635048055, 'beta_34': 0.2600260956604342, 'beta_35': 0.6706805891238257, 'beta_36': -1.5884264128202128, 'beta_37': -3.1133372699336523, 'beta_38': 1.4447340138640548, 'beta_39': -2.1418012278259297, 'beta_40': 3.1156010035297093, 'beta_41': 1.878290939123343, 'beta_42': 0.6200371307338851, 'beta_43': 2.829678834616845, 'beta_44': -3.091777027365241, 'beta_45': 1.278512683984288, 'beta_46': 0.5796594883410789}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 20:34:47,307] Trial 91 finished with value: -32.037375065616715 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -0.8539110273882207, 'gamma_1': 1.5219024517304174, 'gamma_2': 0.30880964488896595, 'gamma_3': -0.023063867322266063, 'gamma_4': 1.9540845448230626, 'gamma_5': -0.45395875459684887, 'gamma_6': -0.4274544925224104, 'gamma_7': -1.5097286764760245, 'gamma_8': -2.3512303757382007, 'gamma_9': -0.04819499217253128, 'gamma_10': -2.0767506754038596, 'gamma_11': -2.718290940519399, 'gamma_12': -2.469891269284035, 'gamma_13': 1.0303284050434605, 'gamma_14': -2.5413735715196415, 'gamma_15': -2.4513774539398274, 'gamma_16': 1.075921526973325, 'gamma_17': 1.805762120406019, 'gamma_18': 1.6967956428174433, 'gamma_19': -1.90526841159797, 'gamma_20': 2.124762215386284, 'gamma_21': 2.2054904659426295, 'gamma_22': -1.511604710850925, 'gamma_23': -2.6255671526390665, 'gamma_24': -1.2601350798169226, 'gamma_25': 1.4552456241146154, 'gamma_26': 1.4991253397586655, 'gamma_27': -0.11436882770009335, 'gamma_28': -1.330809643268171, 'gamma_29': -2.612259061468441, 'gamma_30': 2.409130120719421, 'gamma_31': -1.536370207102348, 'gamma_32': -1.32694073674817, 'gamma_33': 0.9490896873400245, 'gamma_34': -0.7976433048951825, 'gamma_35': -1.0848279675705048, 'gamma_36': -1.9518097240760177, 'gamma_37': -1.187019990739573, 'gamma_38': -2.8385607053445003, 'gamma_39': -0.6683606521636253, 'gamma_40': 0.7825725063194644, 'gamma_41': 2.655674725193194, 'gamma_42': -2.4727053557257426, 'beta_0': -2.008775243232299, 'beta_1': 2.2974003536497127, 'beta_2': 2.47126383828122, 'beta_3': -0.5352582430565647, 'beta_4': 0.6167265877100356, 'beta_5': 1.602651179781958, 'beta_6': 2.8294730156909447, 'beta_7': 0.11761180515126139, 'beta_8': 2.0643752873586623, 'beta_9': -1.2037770899267946, 'beta_10': -1.183981814479293, 'beta_11': 0.6352665511033072, 'beta_12': 0.3589001754389489, 'beta_13': 0.21578788438025764, 'beta_14': -0.4139238561933674, 'beta_15': -2.085139715186415, 'beta_16': -2.9914874954992774, 'beta_17': 0.7302035977980583, 'beta_18': -1.6292798914777165, 'beta_19': 2.8361622896272167, 'beta_20': -2.7741181371284958, 'beta_21': -2.5849437027532964, 'beta_22': 1.0497093260158952, 'beta_23': 1.6844749511753536, 'beta_24': 3.1322776118441187, 'beta_25': 2.107846804022186, 'beta_26': -2.668122506434847, 'beta_27': -1.4908595833619969, 'beta_28': 3.132332838986187, 'beta_29': 2.35105225991356, 'beta_30': -2.157099249563368, 'beta_31': 1.5606792833901983, 'beta_32': 0.5950148409724679, 'beta_33': 3.115592807977406, 'beta_34': 1.4080017543819587, 'beta_35': -2.243710718008602, 'beta_36': 1.670084811260288, 'beta_37': -1.539963083945651, 'beta_38': 1.4522650577843212, 'beta_39': 2.6858976479222716, 'beta_40': 0.26290447283125196, 'beta_41': 1.272332756624398, 'beta_42': 0.027788636896450836}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 20:51:35,905] Trial 92 finished with value: -31.63912494946877 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -0.4063249286597421, 'gamma_1': 1.0116905178081252, 'gamma_2': 1.1323531091287902, 'gamma_3': -1.581976662482251, 'gamma_4': 2.9306058500593903, 'gamma_5': -2.608596071534218, 'gamma_6': -2.707617725603068, 'gamma_7': -0.9357110757718545, 'gamma_8': 0.40883799952511246, 'gamma_9': -0.265260248981147, 'gamma_10': -1.6472945651677051, 'gamma_11': -0.4971210425438292, 'gamma_12': -2.005839209386615, 'gamma_13': 0.09359564324901626, 'gamma_14': -2.2256477478195436, 'gamma_15': -1.7735850031209797, 'gamma_16': 1.476226980449998, 'gamma_17': 0.9403378174831766, 'gamma_18': 2.339553513005568, 'gamma_19': -1.6690726976814803, 'gamma_20': 1.9271094247949554, 'gamma_21': 2.4415773361051114, 'gamma_22': -2.0492256971154426, 'gamma_23': 0.27804830397595204, 'gamma_24': -2.1320269424651332, 'gamma_25': 1.7678352885761932, 'gamma_26': 1.2672864583729715, 'gamma_27': -0.3746043558337738, 'gamma_28': -1.1833143395663257, 'gamma_29': 2.173509734265707, 'gamma_30': 0.41515703591439523, 'gamma_31': -1.3507488465884634, 'gamma_32': -1.9393885559738029, 'gamma_33': -0.1726224139944741, 'gamma_34': -0.3737526708850239, 'gamma_35': -0.5788576517802387, 'gamma_36': -1.1801617787746381, 'gamma_37': 0.8679650540498716, 'beta_0': -2.669423709580674, 'beta_1': 2.4403509431324673, 'beta_2': 1.2892187359421043, 'beta_3': -2.882295641532995, 'beta_4': 0.1822015128225546, 'beta_5': 1.9137443387951754, 'beta_6': 1.4937641480758383, 'beta_7': -2.4527578539356103, 'beta_8': 1.6960481662316191, 'beta_9': -0.9700557216846059, 'beta_10': -2.5285581171485148, 'beta_11': 1.5945054837836279, 'beta_12': 0.6274452960805791, 'beta_13': -0.07453153325213979, 'beta_14': -1.2465581767209568, 'beta_15': -2.953856369691349, 'beta_16': -2.5917619544215595, 'beta_17': -2.703077926845559, 'beta_18': 0.9990246220279684, 'beta_19': 2.2929073592427094, 'beta_20': -2.529720029749454, 'beta_21': -2.0404325545191977, 'beta_22': -0.17005549544672327, 'beta_23': 2.6947968005044665, 'beta_24': 2.4852186258070423, 'beta_25': 1.298804273802265, 'beta_26': -0.6436978949896863, 'beta_27': -2.927016084850218, 'beta_28': -0.1564302715161578, 'beta_29': 3.1168904200253733, 'beta_30': -2.433178150645856, 'beta_31': 2.248344026665321, 'beta_32': 0.0125664176420901, 'beta_33': 2.698740474994763, 'beta_34': -0.30532379418249644, 'beta_35': -2.7478474073105614, 'beta_36': -2.81697954487312, 'beta_37': -0.0808651383987734}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 21:09:04,350] Trial 93 finished with value: -32.2938760159526 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -0.26437121868822944, 'gamma_1': 1.1766240687184994, 'gamma_2': 1.3369364534751493, 'gamma_3': -0.6105776566324722, 'gamma_4': 1.7892816560187983, 'gamma_5': -1.5016141610186051, 'gamma_6': -0.029488624065259206, 'gamma_7': -0.691680407247123, 'gamma_8': -1.5231134906095818, 'gamma_9': 0.2090667233284269, 'gamma_10': -1.2507772689408454, 'gamma_11': -0.36097919308294535, 'gamma_12': -2.2754971613466446, 'gamma_13': 1.2145618189061258, 'gamma_14': -2.99975151537897, 'gamma_15': -1.604464726879801, 'gamma_16': 0.8748761260912726, 'gamma_17': 2.7745263389524504, 'gamma_18': 1.9293087422957345, 'gamma_19': -1.389324034463595, 'gamma_20': 2.2763528929534647, 'gamma_21': 1.6032969428927046, 'gamma_22': -2.3274136251860265, 'gamma_23': -1.2488396905672383, 'gamma_24': 0.5668995486596338, 'gamma_25': 1.3490391703855487, 'gamma_26': 2.9335427127618328, 'gamma_27': -1.8903405880733242, 'gamma_28': -0.6669888512049706, 'gamma_29': 1.8982777451789017, 'gamma_30': -0.2969391374347192, 'gamma_31': -1.8410983279078894, 'gamma_32': -0.39235516128442827, 'gamma_33': 1.8525538035712474, 'gamma_34': -0.17474427793143665, 'gamma_35': -1.4349253718732025, 'gamma_36': -2.253857155941198, 'gamma_37': -0.45897659778370314, 'gamma_38': -1.0288141636769699, 'gamma_39': 2.833023312041596, 'beta_0': -0.8282793297582853, 'beta_1': 1.5526467111440563, 'beta_2': 1.7813665681832642, 'beta_3': -2.345892346337166, 'beta_4': 0.9107958491519579, 'beta_5': 1.1480739396062578, 'beta_6': 2.613694186165445, 'beta_7': 2.5985735662290352, 'beta_8': 2.505409779552381, 'beta_9': -0.48582974759669956, 'beta_10': -2.822279351453584, 'beta_11': 0.387620846434769, 'beta_12': 1.2844024956171531, 'beta_13': -2.998429758461252, 'beta_14': -0.43050361400262294, 'beta_15': 0.15819230743270085, 'beta_16': -2.8945835784184957, 'beta_17': -2.8961837433611355, 'beta_18': -2.7608620669378183, 'beta_19': 1.885876584749516, 'beta_20': -3.1404996110356356, 'beta_21': -2.726588645828697, 'beta_22': 1.4753489551621022, 'beta_23': 2.190801639218108, 'beta_24': 1.2521594833710705, 'beta_25': 1.0750150427602285, 'beta_26': -1.6539633209367086, 'beta_27': -1.9455554941492017, 'beta_28': -0.5528079962286478, 'beta_29': 2.6612836479286974, 'beta_30': -1.818581328755557, 'beta_31': -2.112225913621694, 'beta_32': 1.0928326849807715, 'beta_33': 2.005277828370896, 'beta_34': -1.8360290898078384, 'beta_35': -1.8827664566193614, 'beta_36': 2.0823869844976066, 'beta_37': -1.8981450128633408, 'beta_38': 0.2072691757354384, 'beta_39': 0.6497044764637939}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 21:26:41,776] Trial 94 finished with value: -32.19912506651086 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -0.23869891334634702, 'gamma_1': 2.0058549755796182, 'gamma_2': 1.4017009790367492, 'gamma_3': -0.5578221633745116, 'gamma_4': 1.6229326608755303, 'gamma_5': -1.4927727527549228, 'gamma_6': -0.11219469236606783, 'gamma_7': -0.6833421214451667, 'gamma_8': -1.4988694507387383, 'gamma_9': 0.7308904025821283, 'gamma_10': -1.0798741237793885, 'gamma_11': -0.6872808349279722, 'gamma_12': -2.3565290974589264, 'gamma_13': 1.2119871015817816, 'gamma_14': 2.2208626020093063, 'gamma_15': -2.2382400478357045, 'gamma_16': 0.9056774608671949, 'gamma_17': 2.742040955184733, 'gamma_18': 1.8958716512064193, 'gamma_19': -1.313512609538635, 'gamma_20': 2.2446808554300484, 'gamma_21': 0.9402088779986061, 'gamma_22': -2.2263506678021248, 'gamma_23': -0.9428397400638259, 'gamma_24': 1.1279397277058014, 'gamma_25': 0.9880530373048331, 'gamma_26': 2.975279701646246, 'gamma_27': -1.9229542894757266, 'gamma_28': -0.6291682792231443, 'gamma_29': 1.8730388520595191, 'gamma_30': -0.24064278166888395, 'gamma_31': -2.1143756440035975, 'gamma_32': -0.37463000557793863, 'gamma_33': 1.718093332708019, 'gamma_34': -0.11315051184863895, 'gamma_35': -1.3991581725688302, 'gamma_36': -2.177083765890538, 'gamma_37': -0.49036597524399195, 'gamma_38': -1.0469841989864281, 'gamma_39': 2.7578241823747813, 'beta_0': -0.8295718675573482, 'beta_1': 1.4785749264314527, 'beta_2': 1.753771722175573, 'beta_3': -2.580964787057436, 'beta_4': 0.9003208203263968, 'beta_5': 1.3295533633732506, 'beta_6': 2.57455809106697, 'beta_7': 2.954814884916493, 'beta_8': 2.5021833958944404, 'beta_9': -0.5090820403347539, 'beta_10': -2.8547426310977815, 'beta_11': 1.4556296345062716, 'beta_12': 2.00671915442411, 'beta_13': -3.0127288685857447, 'beta_14': 0.13467939967949005, 'beta_15': 0.13761039307135525, 'beta_16': -2.741870111784302, 'beta_17': 1.2743362586835214, 'beta_18': 2.4658959520692134, 'beta_19': 1.5846180644875112, 'beta_20': -2.0717362033266484, 'beta_21': -2.999352879324338, 'beta_22': 1.4491061146945867, 'beta_23': 2.2128620575160274, 'beta_24': 0.006579252399636415, 'beta_25': 1.027495757391704, 'beta_26': -2.3913093360948365, 'beta_27': -2.230884651579535, 'beta_28': -0.5414088074202947, 'beta_29': 2.679264502597747, 'beta_30': -1.7666926875944782, 'beta_31': -2.094586971995252, 'beta_32': 1.07898441943465, 'beta_33': 1.1599109333067288, 'beta_34': -2.9335289665857425, 'beta_35': -0.8195016880347087, 'beta_36': 1.5146207165901202, 'beta_37': -1.9799768837988134, 'beta_38': -0.14063647053528494, 'beta_39': 0.7610496584989777}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 21:44:19,473] Trial 95 finished with value: -31.904874982711615 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -0.24212813585741608, 'gamma_1': 2.5483472785073307, 'gamma_2': 1.4055891912881868, 'gamma_3': -0.5397030977806885, 'gamma_4': 1.7005838096297383, 'gamma_5': -1.557887434463797, 'gamma_6': -0.013049503004701736, 'gamma_7': -0.7145487886823761, 'gamma_8': -1.583828280535026, 'gamma_9': -2.933619261901451, 'gamma_10': -1.339709013253111, 'gamma_11': -0.9600787243950291, 'gamma_12': -2.304531492960547, 'gamma_13': 0.7957964713855183, 'gamma_14': 2.2607874308093074, 'gamma_15': -2.7880014635829777, 'gamma_16': 0.9202607662355174, 'gamma_17': 2.7533618044159596, 'gamma_18': 1.906899725996519, 'gamma_19': -1.237504880619754, 'gamma_20': 2.268563339542356, 'gamma_21': 0.8606413813452016, 'gamma_22': -2.4440903050383995, 'gamma_23': -1.155092092130158, 'gamma_24': 1.030524719992451, 'gamma_25': 0.7847507249907896, 'gamma_26': 3.0143770572118402, 'gamma_27': -2.005304399243777, 'gamma_28': -0.6408740649979374, 'gamma_29': 1.887288483922398, 'gamma_30': -0.34519748149093116, 'gamma_31': -2.1613305988106535, 'gamma_32': -0.15166465344944646, 'gamma_33': 1.7908285010785552, 'gamma_34': 0.5586618017049616, 'gamma_35': -1.3445583117516873, 'gamma_36': -2.1144587615563166, 'gamma_37': -0.2527555013593775, 'gamma_38': -1.0634120018236908, 'gamma_39': 2.781063146292153, 'beta_0': -0.8501714943782446, 'beta_1': 1.811560477585339, 'beta_2': 2.8456392794318783, 'beta_3': -2.529835282616412, 'beta_4': 0.7980770549085563, 'beta_5': 1.1458944405251716, 'beta_6': 3.0780483277526964, 'beta_7': 2.707227501023088, 'beta_8': 2.4751510514671473, 'beta_9': -0.48094668285089914, 'beta_10': -2.864651710830463, 'beta_11': 0.9134128036275616, 'beta_12': 1.9763060618353996, 'beta_13': -3.0041644462839585, 'beta_14': 0.17895462415524618, 'beta_15': 0.23759322835909094, 'beta_16': -2.8983833519699083, 'beta_17': 1.3136061874951184, 'beta_18': -2.8174775453922014, 'beta_19': 1.6485904443291042, 'beta_20': -2.1259165394766626, 'beta_21': -3.014550679717578, 'beta_22': 1.4199129682286629, 'beta_23': 2.2469484575322243, 'beta_24': 0.16640313058509026, 'beta_25': 1.0462052324524882, 'beta_26': -2.3802841313428766, 'beta_27': -0.8352903028761266, 'beta_28': -0.5172271994094126, 'beta_29': 2.664091230127377, 'beta_30': -0.43291424195144557, 'beta_31': -2.1139843352656826, 'beta_32': 1.3282961875387393, 'beta_33': 1.1856353860284075, 'beta_34': -2.1866690728092943, 'beta_35': -0.8140711477589657, 'beta_36': 1.5480832530567912, 'beta_37': -1.9557132483687274, 'beta_38': 0.6764646245984838, 'beta_39': 0.5903048540978498}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 22:01:28,681] Trial 96 finished with value: -31.46349994880051 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -0.030665105497948847, 'gamma_1': 2.1242173581042296, 'gamma_2': 0.9238921721040392, 'gamma_3': -0.6865166218101639, 'gamma_4': 1.62340323194343, 'gamma_5': -1.1362859431351913, 'gamma_6': 0.36810989612389833, 'gamma_7': -0.41545285416899536, 'gamma_8': -2.0272579571868805, 'gamma_9': 0.7071437291843713, 'gamma_10': -0.8201230401692425, 'gamma_11': -0.6299810076802295, 'gamma_12': -2.654707201836993, 'gamma_13': 0.6179307358301779, 'gamma_14': 2.190277239634346, 'gamma_15': -2.3242024183161685, 'gamma_16': 0.8164881682934924, 'gamma_17': 2.9636841341434312, 'gamma_18': 2.0784126436324146, 'gamma_19': -1.0762342799181859, 'gamma_20': 2.6548915040911236, 'gamma_21': 0.5224537902013765, 'gamma_22': -2.6220777665627546, 'gamma_23': -0.8673742555187474, 'gamma_24': 0.8841581264401304, 'gamma_25': -0.6275043198219998, 'gamma_26': 2.7005854111697976, 'gamma_27': -1.7065930831796416, 'gamma_28': -0.4201388606632688, 'gamma_29': 2.474717439462257, 'gamma_30': -0.5284561219568666, 'gamma_31': -2.4409107808011004, 'gamma_32': -0.3081106625728366, 'gamma_33': 1.9238667228737105, 'gamma_34': -0.07898103698739117, 'gamma_35': -1.762540420616468, 'gamma_36': -2.951777102587465, 'gamma_37': -0.48348049650511, 'gamma_38': -0.7693904409419987, 'beta_0': -0.9999036906670418, 'beta_1': 1.9287407657728832, 'beta_2': -2.033737262473751, 'beta_3': -2.3840794530225375, 'beta_4': 0.9612713131155082, 'beta_5': 0.8924856760533962, 'beta_6': 2.1344921194569486, 'beta_7': 2.629674233891472, 'beta_8': 3.009430235658455, 'beta_9': -0.770481868115224, 'beta_10': -2.6822673310651335, 'beta_11': 0.3941693356055537, 'beta_12': 2.382018735348155, 'beta_13': -2.5802953676540548, 'beta_14': 0.6126245108483978, 'beta_15': -2.6531371291502768, 'beta_16': -3.1373589892574825, 'beta_17': 1.7563941229444793, 'beta_18': -2.3883460355715593, 'beta_19': 1.8054974306170348, 'beta_20': -0.19409050293316035, 'beta_21': -2.7719940621968684, 'beta_22': 2.2032954276354753, 'beta_23': 2.8524761395813325, 'beta_24': -0.3331067803626133, 'beta_25': 0.393882177894549, 'beta_26': -2.0366318564106147, 'beta_27': -0.07820979704326914, 'beta_28': -0.7786016196253236, 'beta_29': 2.9906923821011056, 'beta_30': -1.5610972529517828, 'beta_31': -2.2145758780218356, 'beta_32': 2.014018824841352, 'beta_33': 1.668527039938958, 'beta_34': -3.029258175901753, 'beta_35': -1.088227714359929, 'beta_36': 0.9316262752935911, 'beta_37': -2.452389829663865, 'beta_38': 0.3143301655369114}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 22:19:28,928] Trial 97 finished with value: -32.03674963371159 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': 0.14867888961708842, 'gamma_1': 2.3748221988669656, 'gamma_2': 1.7766923445375153, 'gamma_3': -0.9968067467096147, 'gamma_4': 2.285812704926728, 'gamma_5': -1.7829787314289542, 'gamma_6': -0.18237372504754018, 'gamma_7': -0.24573708702434294, 'gamma_8': -1.8856444802695616, 'gamma_9': 0.2580113981607597, 'gamma_10': -1.1741282311706838, 'gamma_11': -0.30161044862214603, 'gamma_12': -2.8027613178476765, 'gamma_13': 1.2053763733067662, 'gamma_14': -3.023415845095959, 'gamma_15': -2.1896695306705367, 'gamma_16': 0.39696024539311237, 'gamma_17': 2.6378580989198466, 'gamma_18': 1.114647979737645, 'gamma_19': -1.4963856715851735, 'gamma_20': 2.865896283396732, 'gamma_21': 1.1903775525020177, 'gamma_22': -0.1796713551409117, 'gamma_23': -1.42699210603375, 'gamma_24': 0.30059845475522984, 'gamma_25': 1.0457495150361629, 'gamma_26': 2.9150435182168843, 'gamma_27': -2.372059178829967, 'gamma_28': -0.9195969596537078, 'gamma_29': 1.512573190907688, 'gamma_30': 3.1387904297523317, 'gamma_31': -3.0301015937880598, 'gamma_32': 0.566175977690692, 'gamma_33': 2.1893983461074455, 'gamma_34': 0.10781887401201218, 'gamma_35': -1.0104979598166546, 'gamma_36': -0.4115395288606166, 'gamma_37': 0.036815261786904196, 'gamma_38': -1.735814988912995, 'gamma_39': 0.47367670616314506, 'gamma_40': -1.3119956459372273, 'beta_0': -0.7762174437613754, 'beta_1': 1.5352368592431005, 'beta_2': 2.054491870775278, 'beta_3': -2.3127964026072725, 'beta_4': 0.5453864721355071, 'beta_5': 1.3598808400892155, 'beta_6': 2.557246582495095, 'beta_7': 3.0264199429292393, 'beta_8': 2.702543210765582, 'beta_9': -0.2417817143388175, 'beta_10': -2.7203188229343884, 'beta_11': 1.4549248709470644, 'beta_12': 1.3655173100125626, 'beta_13': -2.7640941898712175, 'beta_14': -0.40260480432419726, 'beta_15': -1.4353726310628776, 'beta_16': -2.503590669734075, 'beta_17': 2.098666848230176, 'beta_18': 1.6388012788743682, 'beta_19': 2.0931340029585357, 'beta_20': 0.9098231800584708, 'beta_21': -2.2830460841516573, 'beta_22': 2.401611839897142, 'beta_23': 2.4417795359449483, 'beta_24': 0.7737317608770174, 'beta_25': -0.19640805698403396, 'beta_26': -2.2166779883861567, 'beta_27': -1.5972574876584131, 'beta_28': -1.5463640705697697, 'beta_29': 1.8791359521390645, 'beta_30': -1.8138055896313108, 'beta_31': -2.849663710497386, 'beta_32': 1.184400951988175, 'beta_33': 0.7261537858604324, 'beta_34': -2.005662761625295, 'beta_35': -1.506044410838106, 'beta_36': 1.9263080824924135, 'beta_37': -2.907061954600934, 'beta_38': -0.13773246750995766, 'beta_39': 0.9240307447679943, 'beta_40': -0.2878436581186459}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 22:37:47,495] Trial 98 finished with value: -31.093374924349195 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -0.6431687041250482, 'gamma_1': 1.9539259541958003, 'gamma_2': 1.440821429354832, 'gamma_3': -0.86846964362119, 'gamma_4': 1.404919251839617, 'gamma_5': -0.7205916015714697, 'gamma_6': 0.06794311367022465, 'gamma_7': -1.0042718594605402, 'gamma_8': -1.6965603808059304, 'gamma_9': 2.0825951203538975, 'gamma_10': -1.0429555200935072, 'gamma_11': -0.7830630905578941, 'gamma_12': -2.4635004147916058, 'gamma_13': 1.4150862576666299, 'gamma_14': 1.6991133778552374, 'gamma_15': -1.5947793595362991, 'gamma_16': 0.16474310252734603, 'gamma_17': 2.415408809040471, 'gamma_18': 1.3782971979472072, 'gamma_19': -0.8477827814057501, 'gamma_20': 2.432781143190364, 'gamma_21': 1.5374772743182339, 'gamma_22': -0.7887673211333905, 'gamma_23': -0.5279920804937501, 'gamma_24': 0.7561805077788446, 'gamma_25': 1.3346049424700566, 'gamma_26': 2.4547097509927864, 'gamma_27': -1.8848135371072872, 'gamma_28': -0.1278533436037117, 'gamma_29': 1.7403318527196898, 'gamma_30': 2.65070696225221, 'gamma_31': -1.8507087123734853, 'gamma_32': -0.44282608581232247, 'gamma_33': 1.2911942184198915, 'gamma_34': -0.19998765609213642, 'gamma_35': -1.5362990108580543, 'gamma_36': 3.0949137053580444, 'gamma_37': 0.12957566552336486, 'gamma_38': -1.152696764127103, 'gamma_39': 2.409117203202129, 'gamma_40': 2.13737218289196, 'gamma_41': 2.704321077186174, 'beta_0': -0.1227377279242094, 'beta_1': 1.6938762129313054, 'beta_2': -0.8305688051464977, 'beta_3': -2.7738957372086857, 'beta_4': 0.8733850918248534, 'beta_5': 2.033002986545206, 'beta_6': 2.1017366512108926, 'beta_7': -0.14175061996746302, 'beta_8': 2.5802985651327286, 'beta_9': -0.3747847348116634, 'beta_10': -3.0507269171939986, 'beta_11': 1.1510358703203016, 'beta_12': 2.2909110116544253, 'beta_13': -2.357058218548017, 'beta_14': -0.6752671441395453, 'beta_15': 0.1365633996722615, 'beta_16': -2.750146570736114, 'beta_17': 0.9556708612183743, 'beta_18': 2.341789153834054, 'beta_19': 1.4784417447027078, 'beta_20': 1.2006764493978845, 'beta_21': -2.4941067535200716, 'beta_22': 1.6511199194548567, 'beta_23': 1.986874170664612, 'beta_24': -0.8727491008442912, 'beta_25': 0.721264019164434, 'beta_26': -1.7340522299461616, 'beta_27': -1.9722071453876295, 'beta_28': -0.6272024568581428, 'beta_29': 2.3156370650840996, 'beta_30': -1.1828377596420114, 'beta_31': -2.070883149725523, 'beta_32': 1.6122791438683972, 'beta_33': 1.9607170282759816, 'beta_34': -1.6536596978927602, 'beta_35': -0.09343015876830052, 'beta_36': 2.1093674778316456, 'beta_37': -2.3091944851459987, 'beta_38': 0.17824858287026918, 'beta_39': 1.176048891761745, 'beta_40': -3.140821466856606, 'beta_41': -0.2660814206523492}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 23:11:09,536] Trial 99 finished with value: -22.293624951753216 and parameters: {'optimizer': 'SPSA', 'reps': 36, 'gamma_0': -0.28046056866674557, 'gamma_1': 1.311841217707557, 'gamma_2': 0.1759044572084889, 'gamma_3': -0.13771047602180397, 'gamma_4': 1.88611891859037, 'gamma_5': -1.323488864922212, 'gamma_6': -0.8510274203913002, 'gamma_7': -0.5966364942831648, 'gamma_8': -1.5048026389553169, 'gamma_9': 1.0067449636488277, 'gamma_10': -1.5361818356153942, 'gamma_11': -0.3854357142886108, 'gamma_12': -3.127525802101669, 'gamma_13': -1.3631041691208674, 'gamma_14': 1.893482552138724, 'gamma_15': -2.020842572250366, 'gamma_16': 0.49079035966897405, 'gamma_17': 2.030845365140139, 'gamma_18': 1.7234312784729862, 'gamma_19': -1.3433387241514305, 'gamma_20': 2.0742879417208764, 'gamma_21': 0.92304552189505, 'gamma_22': -2.2006575221474045, 'gamma_23': -1.2102250828458914, 'gamma_24': 1.4055133029529434, 'gamma_25': 0.6370035651700799, 'gamma_26': 2.280881930301435, 'gamma_27': -0.7283686584230513, 'gamma_28': -0.6928246520258089, 'gamma_29': 1.994658571405952, 'gamma_30': -0.8512946370527121, 'gamma_31': -2.0368777103161424, 'gamma_32': -0.6335592170116127, 'gamma_33': 2.382438171189402, 'gamma_34': -0.44806943152247125, 'gamma_35': -1.2447378468855403, 'beta_0': 0.0770861870058217, 'beta_1': 0.8629859295260323, 'beta_2': 1.7766764442191525, 'beta_3': -2.961921888790094, 'beta_4': 1.1730508482574784, 'beta_5': 1.559017698674558, 'beta_6': 2.766310632940823, 'beta_7': 2.929217391130674, 'beta_8': 2.196533738240238, 'beta_9': 0.09918249288910186, 'beta_10': -2.3212631926302967, 'beta_11': 0.6908681502310474, 'beta_12': 2.6311318164089252, 'beta_13': -3.137464385164611, 'beta_14': -0.2463347134566073, 'beta_15': -1.0115443882990325, 'beta_16': -2.377590225583336, 'beta_17': 1.140443383275054, 'beta_18': -0.18521652266862298, 'beta_19': 1.9255602864278096, 'beta_20': 0.07824035939804987, 'beta_21': -3.1067017932737206, 'beta_22': 2.006101078155718, 'beta_23': 2.145647957583689, 'beta_24': 0.015065012036353992, 'beta_25': 0.9506908149571879, 'beta_26': -2.887437952582567, 'beta_27': -2.231063141147218, 'beta_28': -1.1646348602072885, 'beta_29': 2.681531121104321, 'beta_30': -2.030944950312749, 'beta_31': -2.432389389225338, 'beta_32': 0.9060136407397934, 'beta_33': 0.977000178735403, 'beta_34': -3.033695424997529, 'beta_35': -1.854909862439079}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 23:28:50,338] Trial 100 finished with value: -31.8763748277758 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': 0.3803326092485729, 'gamma_1': 1.6999233941977878, 'gamma_2': 1.2599799372277831, 'gamma_3': 0.11192567606925094, 'gamma_4': 2.589848329781622, 'gamma_5': -0.9094751432690595, 'gamma_6': -0.419515369696765, 'gamma_7': -0.03325786696117172, 'gamma_8': -1.7793491415733786, 'gamma_9': 0.5259009191353679, 'gamma_10': -0.2200550086627424, 'gamma_11': 0.10201505726232185, 'gamma_12': -3.0122989378872647, 'gamma_13': 1.7165459349215746, 'gamma_14': 2.5561123215634667, 'gamma_15': -2.4581737816296645, 'gamma_16': 0.9099362879343432, 'gamma_17': 2.801823905057119, 'gamma_18': 1.9800902724884692, 'gamma_19': -2.35094102176033, 'gamma_20': 1.8494632142955796, 'gamma_21': 1.3367792158176224, 'gamma_22': -1.9258429035709255, 'gamma_23': -1.66669071641843, 'gamma_24': 1.5447583767057866, 'gamma_25': 1.1780910784164405, 'gamma_26': 3.1228286760190773, 'gamma_27': -1.7573412095528136, 'gamma_28': -0.27304315906291865, 'gamma_29': 2.241272258642361, 'gamma_30': -0.08859782302299372, 'gamma_31': -1.5726623266175912, 'gamma_32': -0.8984597597489555, 'gamma_33': 1.6071401487072863, 'gamma_34': -0.6995020486331659, 'gamma_35': -2.278431989444709, 'gamma_36': -0.9736655782495546, 'gamma_37': 0.5107282120753787, 'gamma_38': -2.1801559065251834, 'gamma_39': 1.2759952803542949, 'beta_0': -1.6726247755051216, 'beta_1': 2.088206827348152, 'beta_2': 2.3462235256595525, 'beta_3': -2.029160646874284, 'beta_4': 1.339916163204773, 'beta_5': 0.6280135594678169, 'beta_6': 2.645369580939193, 'beta_7': -0.6354098064841547, 'beta_8': 2.363236162710759, 'beta_9': -0.6156132917387978, 'beta_10': -2.98349942513666, 'beta_11': 1.2801338575280523, 'beta_12': 1.554124388232396, 'beta_13': -3.0144659079744973, 'beta_14': 0.02898725701067395, 'beta_15': -0.37081945929839766, 'beta_16': -1.6543281876415263, 'beta_17': 0.6630431462806857, 'beta_18': -2.6554539462848887, 'beta_19': 2.589649120560334, 'beta_20': 1.431666862103327, 'beta_21': -0.16305812964995262, 'beta_22': 1.4920067283969667, 'beta_23': -1.7695099003227144, 'beta_24': -1.5102431536511163, 'beta_25': 1.161138741254808, 'beta_26': -2.4620721417759386, 'beta_27': -1.1709671198583935, 'beta_28': -0.2875227559623833, 'beta_29': 1.9598103030224387, 'beta_30': -1.5204932452256412, 'beta_31': -1.9386094161765959, 'beta_32': 0.3923011331695057, 'beta_33': 1.5507382677327348, 'beta_34': -2.8061636462732467, 'beta_35': -0.5480404301051554, 'beta_36': 1.1918958190027442, 'beta_37': -1.6399296178130753, 'beta_38': -0.5007876347770386, 'beta_39': 0.055135235921841996}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-06 23:48:24,246] Trial 101 finished with value: -31.075624940863015 and parameters: {'optimizer': 'COBYLA', 'reps': 45, 'gamma_0': -1.0055856290641993, 'gamma_1': 0.8923978983037004, 'gamma_2': 1.9587515181565853, 'gamma_3': -1.2503470012831335, 'gamma_4': 2.2131517320571796, 'gamma_5': -0.5605799662702661, 'gamma_6': -0.613183068818122, 'gamma_7': -1.1846300893169606, 'gamma_8': -1.1313522002748626, 'gamma_9': 0.13750652256176854, 'gamma_10': -0.4532895312502978, 'gamma_11': -0.06431823381930879, 'gamma_12': -2.1975235542565454, 'gamma_13': 0.8906167607354124, 'gamma_14': -0.8015523732134373, 'gamma_15': -1.8373729598062727, 'gamma_16': -0.25182582297082723, 'gamma_17': 2.5462012739652993, 'gamma_18': 2.1554006055479955, 'gamma_19': -1.8189054219762713, 'gamma_20': 2.227107347722089, 'gamma_21': 1.6627289414666468, 'gamma_22': -1.0742794736082, 'gamma_23': -0.9973966691991701, 'gamma_24': 0.2699271917484023, 'gamma_25': 1.5495828275631647, 'gamma_26': 1.1220359009173217, 'gamma_27': -2.6363841301030124, 'gamma_28': -1.5285957872191593, 'gamma_29': 1.3750178584372983, 'gamma_30': -0.13054230162640745, 'gamma_31': -2.1556757861019156, 'gamma_32': 0.2612850414836787, 'gamma_33': 1.129704408189287, 'gamma_34': 0.8500468581042335, 'gamma_35': -1.955569181561975, 'gamma_36': -2.3562255685543088, 'gamma_37': -0.724554834528985, 'gamma_38': -1.5272981240174526, 'gamma_39': 2.9405524950525113, 'gamma_40': 0.5495798302326367, 'gamma_41': 1.3610641409154598, 'gamma_42': 1.1740203706750887, 'gamma_43': -0.555770860333574, 'gamma_44': 1.8913756603226015, 'beta_0': -0.43297558009645565, 'beta_1': 0.8709583933675702, 'beta_2': 1.2620290715382922, 'beta_3': -1.706762228786564, 'beta_4': 0.3670299036656628, 'beta_5': 1.6710143810684326, 'beta_6': 2.3680774925055585, 'beta_7': 2.199790188109136, 'beta_8': 2.82646298893705, 'beta_9': -0.14800411645806164, 'beta_10': -2.830390874188965, 'beta_11': 1.7877082665504198, 'beta_12': 1.2760327479461475, 'beta_13': 1.1472057235698945, 'beta_14': -0.4676832945967975, 'beta_15': 0.4690441083729936, 'beta_16': -2.634243195564113, 'beta_17': -2.859483259326381, 'beta_18': -3.063930858396427, 'beta_19': 1.2236123321961605, 'beta_20': -2.9716860502377105, 'beta_21': -1.3553940797577386, 'beta_22': 1.243653061166791, 'beta_23': 2.625504914026875, 'beta_24': 1.2450387417490445, 'beta_25': 0.5712138330901123, 'beta_26': -2.6919721216911463, 'beta_27': -2.495617555524288, 'beta_28': 2.812781266002269, 'beta_29': -0.9529847436764406, 'beta_30': -1.8446761727003091, 'beta_31': -1.6606885384852705, 'beta_32': 1.0032799262816794, 'beta_33': 0.3887997822473772, 'beta_34': -0.7647455867125852, 'beta_35': -1.5721587608413943, 'beta_36': 1.508394708914001, 'beta_37': -1.1242940700635853, 'beta_38': -0.9125311866728194, 'beta_39': 1.7283376022260948, 'beta_40': -1.6138151172003479, 'beta_41': 0.19010111022041487, 'beta_42': -0.7846155741454824, 'beta_43': 2.4974897615184934, 'beta_44': -0.1423693130700618}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 00:07:33,618] Trial 102 finished with value: -31.24874981060131 and parameters: {'optimizer': 'COBYLA', 'reps': 44, 'gamma_0': 0.06496544028065254, 'gamma_1': 1.211456245215534, 'gamma_2': 1.6882749113392497, 'gamma_3': -0.35105646912618316, 'gamma_4': 2.051338308230338, 'gamma_5': -1.0592957401580452, 'gamma_6': 0.4060398201181459, 'gamma_7': -0.715504040517595, 'gamma_8': 0.28386642647839344, 'gamma_9': 0.38948430522435346, 'gamma_10': -1.2618336868695292, 'gamma_11': -1.244085795093837, 'gamma_12': -1.6362345777762004, 'gamma_13': 1.1639031142831415, 'gamma_14': 2.114703065743109, 'gamma_15': -1.9519549210657197, 'gamma_16': 1.2148942771373892, 'gamma_17': 3.069638518790461, 'gamma_18': 1.6071020858968255, 'gamma_19': -0.9945995668826635, 'gamma_20': 1.6499585084014765, 'gamma_21': 2.083770705870006, 'gamma_22': -2.46240823636792, 'gamma_23': -0.08438779189423751, 'gamma_24': 1.8298822620252144, 'gamma_25': 0.921553286480051, 'gamma_26': 0.8497892874552251, 'gamma_27': -2.5734506544002183, 'gamma_28': -0.9842331331855158, 'gamma_29': 1.8884248242566162, 'gamma_30': 0.1256461560916054, 'gamma_31': -1.8436767595782995, 'gamma_32': -1.7523648863665808, 'gamma_33': 1.8390421394960565, 'gamma_34': 0.21030801143112365, 'gamma_35': -2.852359551352498, 'gamma_36': -2.57400177043933, 'gamma_37': -1.221997441742618, 'gamma_38': -0.39039438328957815, 'gamma_39': 2.8081259384927644, 'gamma_40': 2.934947421605796, 'gamma_41': 0.4928381351544153, 'gamma_42': -1.1601175071640086, 'gamma_43': 1.2403878335275822, 'beta_0': -1.0206716004856047, 'beta_1': 1.256134044042595, 'beta_2': 1.9106006906838537, 'beta_3': -2.630170638737603, 'beta_4': 0.07419306998325595, 'beta_5': 1.847125149846866, 'beta_6': 2.9880321766053566, 'beta_7': 2.4032514110416296, 'beta_8': 1.989512221333388, 'beta_9': -1.3453480987927362, 'beta_10': -2.586923429303189, 'beta_11': 1.626966754034985, 'beta_12': 1.1742970311440828, 'beta_13': -2.5653712612837225, 'beta_14': -0.11617345699800463, 'beta_15': 0.37771439858210015, 'beta_16': -3.0090244441905196, 'beta_17': 1.3092193094154418, 'beta_18': -2.2350232253155307, 'beta_19': 2.190502030622892, 'beta_20': -3.1394632715783843, 'beta_21': -2.6724479298571104, 'beta_22': 0.7355345021632533, 'beta_23': 1.8286727935492446, 'beta_24': -0.13155450653452933, 'beta_25': 0.2608477047151966, 'beta_26': 0.9872722980017457, 'beta_27': -1.9968616078962997, 'beta_28': -0.9241605909935213, 'beta_29': 2.6383864965844728, 'beta_30': -2.1776815033429204, 'beta_31': -2.6886634221607997, 'beta_32': -2.8058173440220098, 'beta_33': 2.2589733337285316, 'beta_34': -1.5659304263214442, 'beta_35': -2.755129617032812, 'beta_36': 2.2085781496764674, 'beta_37': -2.1115679780313448, 'beta_38': 0.6582614260890521, 'beta_39': 1.279958043430546, 'beta_40': -2.5194867286509854, 'beta_41': -1.513614041577641, 'beta_42': -1.4529318375739444, 'beta_43': 1.55942355383884}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 00:27:29,047] Trial 103 finished with value: -32.14100016781707 and parameters: {'optimizer': 'COBYLA', 'reps': 46, 'gamma_0': 0.8137210871959502, 'gamma_1': 0.710952736014668, 'gamma_2': 1.8427485182559968, 'gamma_3': -0.6186722616041, 'gamma_4': 2.787008165711865, 'gamma_5': -0.27672081816590594, 'gamma_6': -0.9606495089795573, 'gamma_7': -1.3374743548363983, 'gamma_8': -0.029370745259043818, 'gamma_9': -0.010724642490957725, 'gamma_10': -0.7993017087769314, 'gamma_11': -2.498721447751259, 'gamma_12': -1.83112075870078, 'gamma_13': 1.3785188929383358, 'gamma_14': -2.745912135912825, 'gamma_15': -2.1007749113644385, 'gamma_16': 1.657081623932862, 'gamma_17': 2.255196244946215, 'gamma_18': 2.600038422411898, 'gamma_19': -1.334160837640595, 'gamma_20': 2.424868333381696, 'gamma_21': 1.448393341648633, 'gamma_22': -3.13945426993134, 'gamma_23': -1.8964776719662628, 'gamma_24': 0.456144127535667, 'gamma_25': 1.3697187227138783, 'gamma_26': 1.4214514049275355, 'gamma_27': -0.9236941122575756, 'gamma_28': -1.82414531557785, 'gamma_29': 1.6432667251474724, 'gamma_30': 0.9398293643350186, 'gamma_31': -1.512915013495, 'gamma_32': -0.3722245169163158, 'gamma_33': 0.5701264565701583, 'gamma_34': 0.5530317530828512, 'gamma_35': -2.331548251356934, 'gamma_36': -2.103819074160131, 'gamma_37': -0.0756057626070098, 'gamma_38': -1.962086652011827, 'gamma_39': 1.7275999531081023, 'gamma_40': 0.2784476307861634, 'gamma_41': 1.996999394935258, 'gamma_42': -0.6227194322745364, 'gamma_43': 1.1072720764016928, 'gamma_44': 2.5102502467475167, 'gamma_45': 1.9047319145755524, 'beta_0': -1.3146506783218035, 'beta_1': 1.54746053320876, 'beta_2': 2.1911182008939822, 'beta_3': -2.12283060974206, 'beta_4': -0.2893111024667107, 'beta_5': 1.3698610246754748, 'beta_6': 2.9140286336351715, 'beta_7': 1.050944521362705, 'beta_8': 1.8352450453331461, 'beta_9': -0.30055842667048327, 'beta_10': -3.1374555374763937, 'beta_11': 1.9660746215618756, 'beta_12': 0.906248907400971, 'beta_13': -2.950865352088467, 'beta_14': 0.26973707072371444, 'beta_15': 0.7249595335200814, 'beta_16': -1.9502898209493116, 'beta_17': 0.4694440620109672, 'beta_18': -2.6930651976947653, 'beta_19': 2.396720684792651, 'beta_20': -2.6047792418272686, 'beta_21': -2.181504237759799, 'beta_22': 1.737198985311103, 'beta_23': 2.960226289797949, 'beta_24': 1.625092285174511, 'beta_25': 1.5361513842732188, 'beta_26': -1.576493104566897, 'beta_27': -1.884912453374493, 'beta_28': 0.017962328100705582, 'beta_29': 2.873963934401481, 'beta_30': -1.6952769548457474, 'beta_31': -2.946850331363526, 'beta_32': -1.9808842938313695, 'beta_33': 2.534293326344006, 'beta_34': 1.359152802881841, 'beta_35': -2.291216095059089, 'beta_36': 1.7418619034062455, 'beta_37': -0.5319396284749789, 'beta_38': 1.9435274994370404, 'beta_39': -0.5179190326477625, 'beta_40': -2.8771293472155453, 'beta_41': -0.9104004371254312, 'beta_42': 1.2820355680640347, 'beta_43': -0.14638190072006402, 'beta_44': -2.488784510157431, 'beta_45': 2.348124272354185}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 00:48:33,055] Trial 104 finished with value: -31.926875138988663 and parameters: {'optimizer': 'COBYLA', 'reps': 49, 'gamma_0': -0.042286638539615694, 'gamma_1': 1.634211977702007, 'gamma_2': 1.5818160521842053, 'gamma_3': -0.7486905273412077, 'gamma_4': 1.0019084507611116, 'gamma_5': -1.4076327943525295, 'gamma_6': 0.02647560464704002, 'gamma_7': -1.6066552432088164, 'gamma_8': -2.2180703416949226, 'gamma_9': 0.7927169647290074, 'gamma_10': 0.6112978115306753, 'gamma_11': -0.6932056270489463, 'gamma_12': -2.5560995136056666, 'gamma_13': 0.3480597322455745, 'gamma_14': 2.4114402686343612, 'gamma_15': -2.602096885229355, 'gamma_16': 0.752352956928335, 'gamma_17': -2.699521375549564, 'gamma_18': 2.344995063449943, 'gamma_19': -1.4897143392015293, 'gamma_20': 1.3436875872146485, 'gamma_21': 1.8572626350725363, 'gamma_22': -2.3023323912948204, 'gamma_23': -1.3747419339599836, 'gamma_24': -0.17703740130262713, 'gamma_25': 1.1098452041720304, 'gamma_26': 2.9077520917234008, 'gamma_27': -3.1193098453115615, 'gamma_28': -0.7665755862455883, 'gamma_29': -0.31492940273116954, 'gamma_30': 1.6902734046578036, 'gamma_31': -1.7586237091192545, 'gamma_32': -0.08021711374054608, 'gamma_33': 1.3914282902665196, 'gamma_34': 2.559947763894927, 'gamma_35': -2.5873893503406187, 'gamma_36': -1.4760403590421811, 'gamma_37': -0.7726444336821318, 'gamma_38': 0.12224870437696511, 'gamma_39': 2.7726938117585784, 'gamma_40': 1.7922323169454932, 'gamma_41': 1.4739696428734859, 'gamma_42': -1.9924591019052902, 'gamma_43': -2.5282115265992795, 'gamma_44': 3.077986368340862, 'gamma_45': 3.0569063198091238, 'gamma_46': 1.1017946521982476, 'gamma_47': -0.885340104949456, 'gamma_48': 2.0365343718661175, 'beta_0': -1.1163265859818485, 'beta_1': 1.046305401165868, 'beta_2': 1.6073625785245098, 'beta_3': -1.9308423983621843, 'beta_4': 0.6752218973997893, 'beta_5': 2.138125375297003, 'beta_6': -2.245046365266445, 'beta_7': 2.5639872479803985, 'beta_8': 3.034304142945641, 'beta_9': 0.37301054684396207, 'beta_10': -2.170999037941178, 'beta_11': 2.4603182727859174, 'beta_12': 0.12263920948361831, 'beta_13': -2.795159605386038, 'beta_14': -0.8404583064119227, 'beta_15': 0.5840543461396265, 'beta_16': -2.848526021782276, 'beta_17': 1.4444813886603496, 'beta_18': -2.5278045516771415, 'beta_19': 1.8619383546132224, 'beta_20': -2.079447021177004, 'beta_21': -0.3730918762302219, 'beta_22': 1.9154664092479783, 'beta_23': 2.2512417110131135, 'beta_24': 1.3250560092097543, 'beta_25': 1.1820879785643126, 'beta_26': 1.4335655805761225, 'beta_27': -2.1779888070742057, 'beta_28': -0.3518007041031842, 'beta_29': 1.4594139029050652, 'beta_30': -2.633808114901427, 'beta_31': -2.4126430824585325, 'beta_32': -2.28392648876112, 'beta_33': -2.7797749952294755, 'beta_34': -2.730312820917066, 'beta_35': -1.9053816766760743, 'beta_36': 2.7295524130375224, 'beta_37': -1.9061594123305088, 'beta_38': -0.731599639273623, 'beta_39': 0.4903644091997622, 'beta_40': -1.4585150348002693, 'beta_41': -0.6723153268976394, 'beta_42': 1.9469945353963447, 'beta_43': 0.6136618955577471, 'beta_44': -1.7595643723564132, 'beta_45': 1.824553613387864, 'beta_46': 1.4652037034373544, 'beta_47': 1.7661288015911532, 'beta_48': 2.331300319700059}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 01:03:33,178] Trial 105 finished with value: -31.653125581298948 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': 1.0555410451614515, 'gamma_1': 1.478118026950859, 'gamma_2': 2.303265703243763, 'gamma_3': -1.6470627891183116, 'gamma_4': 2.4230980378710476, 'gamma_5': -0.7355533932491799, 'gamma_6': -0.2819094214299974, 'gamma_7': -0.9129922055628115, 'gamma_8': 0.10935765241036743, 'gamma_9': -0.20838976802317905, 'gamma_10': -2.9521009304941717, 'gamma_11': -0.2662750259009157, 'gamma_12': -2.384664990683968, 'gamma_13': 2.153378386724741, 'gamma_14': 2.7374944648865163, 'gamma_15': -1.384298418365695, 'gamma_16': 0.5718569719695423, 'gamma_17': 2.6230041295555693, 'gamma_18': 2.9879253731030637, 'gamma_19': -0.653148398724351, 'gamma_20': 2.781966759079273, 'gamma_21': 1.0350788158010287, 'gamma_22': -2.875845974012806, 'gamma_23': -1.5940806410131563, 'gamma_24': -1.8570848270290095, 'gamma_25': 1.632404983213486, 'gamma_26': 0.6626505915494016, 'gamma_27': -1.4965702784046697, 'gamma_28': -1.2012648156695827, 'gamma_29': 2.7233200773055, 'gamma_30': -2.9410565702007774, 'gamma_31': -2.2831301281082, 'gamma_32': -0.8080951513352146, 'gamma_33': 2.0958320384180036, 'beta_0': -0.6397338949619307, 'beta_1': -2.9144125937344865, 'beta_2': 1.7487093003832384, 'beta_3': -2.5878684524904267, 'beta_4': -3.0401419839996335, 'beta_5': 1.0600889998953202, 'beta_6': -1.7751508495559198, 'beta_7': 0.7931535541254258, 'beta_8': 2.513992107418909, 'beta_9': 1.810895704882816, 'beta_10': -2.4323467115266557, 'beta_11': 2.1698127476879874, 'beta_12': 1.7316724975526117, 'beta_13': -1.9682735617468683, 'beta_14': -0.2194007999280617, 'beta_15': -0.6596294095983445, 'beta_16': -2.154491404897287, 'beta_17': 0.31504906805516975, 'beta_18': -2.1446422501218705, 'beta_19': 3.047427554047204, 'beta_20': -1.118984655471842, 'beta_21': -2.8745603866681164, 'beta_22': 1.4721080404158264, 'beta_23': 2.1315753435555314, 'beta_24': 0.5664459358697537, 'beta_25': 0.511743650062968, 'beta_26': -1.9099612448170356, 'beta_27': -0.9983808345797961, 'beta_28': 2.4945454040364665, 'beta_29': -0.4809440984752573, 'beta_30': -0.9072594184470669, 'beta_31': 2.480453308947804, 'beta_32': 1.6599247675729543, 'beta_33': -0.4014679867100468}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 01:16:56,131] Trial 106 finished with value: -30.953124615551125 and parameters: {'optimizer': 'COBYLA', 'reps': 30, 'gamma_0': 0.2453434151924455, 'gamma_1': 0.3095598885638511, 'gamma_2': 0.8925275869052618, 'gamma_3': 1.7078268538666577, 'gamma_4': 1.8189913283828496, 'gamma_5': -1.9142294412761736, 'gamma_6': 2.054091720393237, 'gamma_7': -1.8196551409057804, 'gamma_8': 0.7315917984058682, 'gamma_9': -0.43729073356929477, 'gamma_10': -2.7182367541019845, 'gamma_11': -0.5715612191493056, 'gamma_12': -2.1185110059780348, 'gamma_13': 0.9513565924684326, 'gamma_14': 1.2244224823580918, 'gamma_15': -2.2570390186366294, 'gamma_16': 1.3442255281779265, 'gamma_17': -1.2276804500897291, 'gamma_18': 1.7923153304583177, 'gamma_19': -2.2268927388050077, 'gamma_20': 2.5159589786090404, 'gamma_21': 1.2227241033020664, 'gamma_22': -1.7290216849357694, 'gamma_23': -2.133467214104165, 'gamma_24': -1.4002364350808996, 'gamma_25': 0.7507531002839729, 'gamma_26': -0.11377422398582585, 'gamma_27': -2.4489555224012514, 'gamma_28': -0.43141083489226667, 'gamma_29': 2.463162206375533, 'beta_0': 0.20413898374484263, 'beta_1': 1.4155439251805775, 'beta_2': 2.957805040814879, 'beta_3': -1.484919364699137, 'beta_4': -0.43685814771950726, 'beta_5': 1.7441881459181443, 'beta_6': 2.2341545943245897, 'beta_7': 0.5111204145413686, 'beta_8': 2.6881371008061903, 'beta_9': -0.8307118121356751, 'beta_10': -1.7451114366604976, 'beta_11': 2.7019369301100142, 'beta_12': 1.953426741267184, 'beta_13': 0.29294570368483963, 'beta_14': 0.13279898306715346, 'beta_15': 1.0970238433183184, 'beta_16': -2.5325967647036047, 'beta_17': 2.5770159413078906, 'beta_18': -2.8334613395752686, 'beta_19': 1.3803804578930903, 'beta_20': -0.09484890154747116, 'beta_21': -1.9119320802358803, 'beta_22': 2.151396468454258, 'beta_23': 2.5012545918440283, 'beta_24': -0.5999332658639138, 'beta_25': 1.434377546123328, 'beta_26': -2.1436352166952735, 'beta_27': -2.3572915920869746, 'beta_28': 2.1583876747147137, 'beta_29': 0.3510610594127188}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 01:33:33,007] Trial 107 finished with value: -31.37612494389299 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 0.54684448093651, 'gamma_1': 0.5279368230983201, 'gamma_2': 1.1706969838631662, 'gamma_3': 2.2213631836964103, 'gamma_4': 2.1682536904772185, 'gamma_5': -1.2163913141455915, 'gamma_6': -0.4870530432472388, 'gamma_7': -1.066518761416019, 'gamma_8': -0.3476694212542668, 'gamma_9': 0.2067902429496058, 'gamma_10': 0.07767270423654449, 'gamma_11': -0.41926276950744934, 'gamma_12': -2.725721514251391, 'gamma_13': 1.6764156997359312, 'gamma_14': -1.6789991418802463, 'gamma_15': -3.0254365007947683, 'gamma_16': 1.491988077387536, 'gamma_17': 1.9371457834018369, 'gamma_18': 0.4410453436178277, 'gamma_19': -1.959820447168506, 'gamma_20': 2.9995813758147998, 'gamma_21': 0.6173579668728322, 'gamma_22': -2.712347014742244, 'gamma_23': -0.6098752720479239, 'gamma_24': 1.3232469382746825, 'gamma_25': 0.9413480506763955, 'gamma_26': 1.9810998730963805, 'gamma_27': -2.1238900450523612, 'gamma_28': -2.5102404864197596, 'gamma_29': 2.129550902417555, 'gamma_30': 0.20153371391848807, 'gamma_31': -2.031018588913, 'gamma_32': -1.0609784282731791, 'gamma_33': 0.22375195186990965, 'gamma_34': -0.015554005854672967, 'gamma_35': -0.3251625368477155, 'gamma_36': -2.5617805469189507, 'gamma_37': -1.7605217759535206, 'beta_0': -0.3447956869729527, 'beta_1': 2.5660913689277427, 'beta_2': 2.5990371147127846, 'beta_3': -1.2078687919429314, 'beta_4': -0.5592127769725774, 'beta_5': -0.25695539852730587, 'beta_6': -2.6580966323705058, 'beta_7': 0.8870513531067219, 'beta_8': 2.946913572046254, 'beta_9': -0.4801471323101521, 'beta_10': -2.95121354953639, 'beta_11': 1.0589819487287144, 'beta_12': 0.5206864203641509, 'beta_13': 0.07203656849517048, 'beta_14': -0.6565915056230963, 'beta_15': -2.388026645480694, 'beta_16': -2.331234892136809, 'beta_17': -2.5417039013099614, 'beta_18': -3.0003678575684676, 'beta_19': 2.7033435433528883, 'beta_20': -2.352405865293292, 'beta_21': -1.6624621712414998, 'beta_22': 1.8723796009386229, 'beta_23': 2.3392106333471627, 'beta_24': 0.45194862187021967, 'beta_25': 0.08364906941352757, 'beta_26': -2.9982903182357346, 'beta_27': -0.6423226429989173, 'beta_28': -0.6282952362198365, 'beta_29': 2.2966360715925935, 'beta_30': -2.8256388204896328, 'beta_31': 2.8529475537091047, 'beta_32': -1.0644477821882614, 'beta_33': 1.2302829512881424, 'beta_34': 1.0300299387787009, 'beta_35': 2.1376489717548868, 'beta_36': 1.123074157598974, 'beta_37': -1.475296384691775}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 01:54:17,395] Trial 108 finished with value: -31.650624785429958 and parameters: {'optimizer': 'COBYLA', 'reps': 48, 'gamma_0': -2.631727188527013, 'gamma_1': -0.1455078776214671, 'gamma_2': 0.5920605341016744, 'gamma_3': -1.429715485792064, 'gamma_4': 2.419535919879573, 'gamma_5': -2.239313869210372, 'gamma_6': 0.22390990618127765, 'gamma_7': 0.5913396777784148, 'gamma_8': -1.4568884239469468, 'gamma_9': -0.10501105456125898, 'gamma_10': -0.1286581079699971, 'gamma_11': 0.2041785213497136, 'gamma_12': -2.2257282475998714, 'gamma_13': -1.0239473460243187, 'gamma_14': 1.5221606274442525, 'gamma_15': -1.5957914071400878, 'gamma_16': 1.0894931981773828, 'gamma_17': 2.1197363501987545, 'gamma_18': 2.1725290979293255, 'gamma_19': -1.6881312257074166, 'gamma_20': 1.9674935015472477, 'gamma_21': 1.6117280734583321, 'gamma_22': -1.2992481170301597, 'gamma_23': -0.2942138674930563, 'gamma_24': 1.2044294575805645, 'gamma_25': 0.2437810157906909, 'gamma_26': 0.9878550233287122, 'gamma_27': -0.5995673552750129, 'gamma_28': 0.10896513817470488, 'gamma_29': 1.7764903130334164, 'gamma_30': 2.242987217025759, 'gamma_31': -1.341326640908782, 'gamma_32': -2.2250910441918474, 'gamma_33': 0.9817578146017689, 'gamma_34': -0.2195751090371866, 'gamma_35': -1.1314252178423168, 'gamma_36': -2.8295418203006983, 'gamma_37': 0.23149087080563363, 'gamma_38': -0.2600076734413721, 'gamma_39': 3.1305630284121655, 'gamma_40': 0.9535835818478097, 'gamma_41': -0.29549872046780784, 'gamma_42': 0.11789213396476597, 'gamma_43': -1.5359477797772463, 'gamma_44': -3.1310800937832832, 'gamma_45': -0.7029145578105507, 'gamma_46': 0.02233325324742863, 'gamma_47': -0.07538034345899602, 'beta_0': -1.4703117718369874, 'beta_1': 2.8483532145440646, 'beta_2': 0.9705734330393838, 'beta_3': -3.092445250185655, 'beta_4': 0.48506826816012893, 'beta_5': 1.27196444452746, 'beta_6': -2.0830019443248573, 'beta_7': 2.110409635881399, 'beta_8': 2.14049853303855, 'beta_9': 0.013153139830494764, 'beta_10': -2.512164489571302, 'beta_11': 1.5074363515033056, 'beta_12': 0.7409126530124471, 'beta_13': -2.470665394863163, 'beta_14': -0.9975385768728019, 'beta_15': 0.08255854813978725, 'beta_16': -2.7185906806267957, 'beta_17': -0.23136143363319173, 'beta_18': -2.3635734181798225, 'beta_19': 2.0361710708291363, 'beta_20': -0.47154711498111457, 'beta_21': -2.1358444587740566, 'beta_22': 1.3519867875054619, 'beta_23': 1.9411765207475233, 'beta_24': 0.885196875261149, 'beta_25': 1.694141027001737, 'beta_26': -2.3743863664032165, 'beta_27': -1.293642479454037, 'beta_28': 0.17233490639857574, 'beta_29': -2.505778097103836, 'beta_30': -2.2951619124227824, 'beta_31': -1.4057993132261069, 'beta_32': -0.6891992943658354, 'beta_33': 0.17692040473185022, 'beta_34': 2.189470352580463, 'beta_35': -0.8602808046027554, 'beta_36': 2.418842224553197, 'beta_37': -2.701318813358255, 'beta_38': -0.26527605450294345, 'beta_39': 0.7327416771814809, 'beta_40': -1.0232224379693626, 'beta_41': -2.1188423276989568, 'beta_42': 2.7949332104685958, 'beta_43': 0.12077453126330318, 'beta_44': -0.9748574611549973, 'beta_45': 0.011483915312917148, 'beta_46': -0.8689464551305682, 'beta_47': -1.8378672511916636}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 02:13:00,671] Trial 109 finished with value: -31.47262487788326 and parameters: {'optimizer': 'COBYLA', 'reps': 43, 'gamma_0': -0.5050673324751838, 'gamma_1': 0.9901918325911048, 'gamma_2': 2.0305511727846746, 'gamma_3': -0.2502363852347684, 'gamma_4': 2.024897473938013, 'gamma_5': -1.5861172607561542, 'gamma_6': -1.3184522056200851, 'gamma_7': -0.16145244410710224, 'gamma_8': 0.48823742050136365, 'gamma_9': -0.34793088505839764, 'gamma_10': -2.4761631751945656, 'gamma_11': -2.251265435871626, 'gamma_12': -2.863504660436661, 'gamma_13': 0.6782828237911417, 'gamma_14': 0.9418912315748458, 'gamma_15': -2.8431178250909754, 'gamma_16': 1.9467966500699374, 'gamma_17': 1.4771813155382796, 'gamma_18': 2.7498086864799234, 'gamma_19': 1.1029578778634181, 'gamma_20': 2.2637006877379573, 'gamma_21': 0.22987913615562694, 'gamma_22': 0.16461346941183097, 'gamma_23': -1.2707845954189014, 'gamma_24': -1.6287986753984454, 'gamma_25': 0.4980136941753037, 'gamma_26': 1.0681168662334595, 'gamma_27': 0.10003686930276401, 'gamma_28': -0.6341294273789397, 'gamma_29': 1.1297682255109027, 'gamma_30': 2.0702821954983053, 'gamma_31': -2.7525927740017195, 'gamma_32': -1.2533510072309237, 'gamma_33': 0.6193231662278293, 'gamma_34': -0.9082366640263386, 'gamma_35': -1.7223794497821558, 'gamma_36': -3.1134836079606787, 'gamma_37': -1.0051940804217092, 'gamma_38': -0.8003752998040286, 'gamma_39': 2.4164317079929085, 'gamma_40': 1.5272202795753287, 'gamma_41': 0.3198610109845724, 'gamma_42': 1.8557593948963664, 'beta_0': -0.8760021282177275, 'beta_1': 0.61393109941202, 'beta_2': 0.7972941325654207, 'beta_3': -2.286036172684669, 'beta_4': -0.09652073523203225, 'beta_5': 1.5244424105914882, 'beta_6': -1.3020927962937217, 'beta_7': -0.8491641015297255, 'beta_8': 2.225964412410282, 'beta_9': 1.387619069993155, 'beta_10': -2.7167492059802942, 'beta_11': 0.9010169689080573, 'beta_12': 1.0536507580750485, 'beta_13': -3.1357731781279083, 'beta_14': 0.7297483227331172, 'beta_15': -0.11720524899449902, 'beta_16': -3.138361631798585, 'beta_17': 1.0895665962254808, 'beta_18': -1.9649920405384642, 'beta_19': 1.6199348590272231, 'beta_20': -0.7267593760027021, 'beta_21': -3.0100086296984423, 'beta_22': 1.0191649343650755, 'beta_23': 1.568194321523219, 'beta_24': -3.0873175961271593, 'beta_25': 0.7987595021618379, 'beta_26': -2.782013171688778, 'beta_27': -1.7537174539792002, 'beta_28': -0.06168113578272422, 'beta_29': -1.3933413044310237, 'beta_30': -1.3895950118580767, 'beta_31': -2.577600900712563, 'beta_32': -2.443989916877203, 'beta_33': -0.14548292919302397, 'beta_34': 0.5348126580607616, 'beta_35': -1.1220523142342573, 'beta_36': 1.3736769812662586, 'beta_37': -2.2818331747260374, 'beta_38': 2.752932160430939, 'beta_39': 2.2156973050733093, 'beta_40': -2.033380002550194, 'beta_41': -2.7152731467601283, 'beta_42': 0.7438581619054919}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 02:29:24,523] Trial 110 finished with value: -31.971750267594423 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': 0.40154731156769646, 'gamma_1': 1.1213887577719728, 'gamma_2': 2.1866075511736534, 'gamma_3': -1.046703020368461, 'gamma_4': -0.15994038353541717, 'gamma_5': -0.4183144734351938, 'gamma_6': 2.334610345244648, 'gamma_7': -0.3903246590570568, 'gamma_8': -0.8909915629076793, 'gamma_9': 0.9262790186279074, 'gamma_10': -0.6527588800743577, 'gamma_11': -0.8414519072204143, 'gamma_12': -1.25972555197594, 'gamma_13': -0.16025975204108575, 'gamma_14': 2.9446456526850198, 'gamma_15': -1.8835587670414362, 'gamma_16': 2.1918702194455917, 'gamma_17': 2.4178660737883173, 'gamma_18': 1.2767897123691796, 'gamma_19': -2.499054236778081, 'gamma_20': 1.0042575952732564, 'gamma_21': 2.380878812184084, 'gamma_22': -2.022279193570231, 'gamma_23': -1.7922973970033664, 'gamma_24': -2.410057102106812, 'gamma_25': 1.9683401762695467, 'gamma_26': 1.6224931616949692, 'gamma_27': -1.1306938460236728, 'gamma_28': -1.6770729072134567, 'gamma_29': -2.9446568733690137, 'gamma_30': 0.5744129913650026, 'gamma_31': 0.9732638130532623, 'gamma_32': 0.07546124530841053, 'gamma_33': 1.6403741107877103, 'gamma_34': -0.5496773393436776, 'gamma_35': -1.42912557413286, 'beta_0': -2.2800675077246235, 'beta_1': 2.2560144427361415, 'beta_2': 0.08125029893605595, 'beta_3': -2.812983985862125, 'beta_4': -1.0247692150368832, 'beta_5': 2.393091259948103, 'beta_6': 2.0265053614880104, 'beta_7': 2.3622121511063714, 'beta_8': 1.4685510314416237, 'beta_9': 0.6380313446595941, 'beta_10': 0.7222438149455619, 'beta_11': 1.2373821727948178, 'beta_12': 1.4255371492104656, 'beta_13': -2.2592626239421634, 'beta_14': 0.3999299268065849, 'beta_15': 0.29024067100880935, 'beta_16': -2.9721057557556874, 'beta_17': -3.0477994115374307, 'beta_18': -1.7755851474714495, 'beta_19': 2.514944844203171, 'beta_20': 0.34883187119761283, 'beta_21': -2.447940124492356, 'beta_22': 0.3283148026039804, 'beta_23': 0.3109590342704531, 'beta_24': 2.004624453101281, 'beta_25': 0.9531711786337652, 'beta_26': -2.5772196172026383, 'beta_27': -2.6397784037727607, 'beta_28': 1.8412976963838936, 'beta_29': 0.9448490450266956, 'beta_30': -2.017534610583111, 'beta_31': -0.9045605157881358, 'beta_32': 0.6287928798694227, 'beta_33': 2.3941981761694584, 'beta_34': 0.2067305154003587, 'beta_35': -0.24327690269587254}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 02:43:37,205] Trial 111 finished with value: -31.222124963397036 and parameters: {'optimizer': 'COBYLA', 'reps': 32, 'gamma_0': -0.20398282175767027, 'gamma_1': 1.371769547271424, 'gamma_2': 1.312354457868031, 'gamma_3': 0.516122286019598, 'gamma_4': 0.019544121852653862, 'gamma_5': -3.020635627436336, 'gamma_6': 2.251072584320674, 'gamma_7': 2.6034877467519415, 'gamma_8': -1.2119751726639594, 'gamma_9': -0.7574375562593317, 'gamma_10': -2.1122765380698088, 'gamma_11': -0.09387761821885798, 'gamma_12': -2.0648793073317573, 'gamma_13': -0.3762981265088927, 'gamma_14': -2.8861372838699197, 'gamma_15': -1.1468852304273398, 'gamma_16': 0.996331523983179, 'gamma_17': -0.09997834624814014, 'gamma_18': 2.441113664613413, 'gamma_19': 1.9780702780040085, 'gamma_20': -0.39336481088837116, 'gamma_21': 2.5688701047999767, 'gamma_22': -1.5586740074824186, 'gamma_23': -1.0687173257416962, 'gamma_24': -1.9286346404467047, 'gamma_25': 1.455460305758065, 'gamma_26': 1.7165612124623597, 'gamma_27': 0.7292250968036836, 'gamma_28': -1.3943549522284333, 'gamma_29': -2.0619197092266024, 'gamma_30': -2.442103915361031, 'gamma_31': -1.0989311359441478, 'beta_0': -2.9242863191243984, 'beta_1': 2.422106553198437, 'beta_2': 1.3629169532681655, 'beta_3': 1.809106194101089, 'beta_4': 1.0922280225394911, 'beta_5': 0.8814547035833444, 'beta_6': -0.8568483820871737, 'beta_7': 1.2613952318592083, 'beta_8': 2.3993197336041328, 'beta_9': -1.0893044103048866, 'beta_10': -0.8575634132057134, 'beta_11': 0.2958195844719437, 'beta_12': 0.2705815240715075, 'beta_13': -0.2757882924754037, 'beta_14': -0.4926745520248067, 'beta_15': -0.20740619041471875, 'beta_16': -2.800581351386919, 'beta_17': -2.959648235244597, 'beta_18': -1.520099370632199, 'beta_19': 2.1784445795942355, 'beta_20': -3.0432643286407073, 'beta_21': -2.7173281136810985, 'beta_22': 1.1583648549005825, 'beta_23': 1.4501734120451852, 'beta_24': 2.2017935753444506, 'beta_25': 1.4325226121384214, 'beta_26': -1.1882080570867952, 'beta_27': -0.287601771217333, 'beta_28': 0.4519017426057423, 'beta_29': -2.9295187763118564, 'beta_30': -2.426801620828724, 'beta_31': 0.4224961078686108}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 02:58:59,097] Trial 112 finished with value: -31.950749956382797 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': 0.6900731924631411, 'gamma_1': -2.1070466237597496, 'gamma_2': 0.7405037904650369, 'gamma_3': -0.5202508101797374, 'gamma_4': 2.5705070353638892, 'gamma_5': -2.7539513888561444, 'gamma_6': 1.6311636800152012, 'gamma_7': 3.0013008999353024, 'gamma_8': -1.3927113639185555, 'gamma_9': -0.9163495142380127, 'gamma_10': -1.451469474024948, 'gamma_11': -0.25800552776657093, 'gamma_12': -1.4727836867331712, 'gamma_13': -1.1523147454318248, 'gamma_14': -2.6218894007537963, 'gamma_15': -1.44472990990915, 'gamma_16': 3.083960991457028, 'gamma_17': 0.42924646086076734, 'gamma_18': 1.902192570917847, 'gamma_19': 2.7213886777717895, 'gamma_20': 0.35484687165593776, 'gamma_21': 1.764758268923745, 'gamma_22': -1.365242049899891, 'gamma_23': -2.8438631953916063, 'gamma_24': -2.1728625023470225, 'gamma_25': 1.222415432150712, 'gamma_26': 1.2003657379672945, 'gamma_27': 0.35673455989616093, 'gamma_28': -1.068660438662393, 'gamma_29': -1.7986330682615426, 'gamma_30': -1.2888397028212968, 'gamma_31': -0.9019362657861574, 'gamma_32': -1.5476337792180372, 'gamma_33': 2.8453233823955184, 'gamma_34': -1.197776538625822, 'beta_0': -0.544836501324847, 'beta_1': 2.6476058287959874, 'beta_2': 1.4824249408690886, 'beta_3': 1.4172401962626524, 'beta_4': 1.7362248435243797, 'beta_5': 1.1709153277684183, 'beta_6': -0.3853625113236909, 'beta_7': 1.362876480113199, 'beta_8': -0.9445871130599395, 'beta_9': -0.6839978299908096, 'beta_10': -1.4271888534278552, 'beta_11': -0.1420863016273653, 'beta_12': 0.8981852659972768, 'beta_13': -2.6866266889962884, 'beta_14': -0.04113856828784712, 'beta_15': -0.013937162487941551, 'beta_16': 2.26133994929887, 'beta_17': -2.8148486112730864, 'beta_18': -0.7035780571069272, 'beta_19': 0.26928234783129523, 'beta_20': -2.76691145542776, 'beta_21': -2.487794291125929, 'beta_22': 0.5919417073338725, 'beta_23': 1.169918257685527, 'beta_24': 2.590553764907541, 'beta_25': 1.1351369796969686, 'beta_26': -1.956603254207118, 'beta_27': -2.271614715151312, 'beta_28': -0.2187486834235916, 'beta_29': -2.336408638238864, 'beta_30': -1.8598362895445977, 'beta_31': 1.7693186233807119, 'beta_32': 0.7592066729339, 'beta_33': 2.0005394626427284, 'beta_34': 1.9288198353202086}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 03:17:14,593] Trial 113 finished with value: -31.345249972390505 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -0.38504192105169766, 'gamma_1': 2.8677177555447764, 'gamma_2': 1.0190310377113145, 'gamma_3': -0.12168055234636643, 'gamma_4': -0.8098534016698223, 'gamma_5': -0.873002465203166, 'gamma_6': 2.477203879036267, 'gamma_7': -2.1352120319412267, 'gamma_8': -0.17920232103165806, 'gamma_9': -1.1271496207471339, 'gamma_10': -1.7905442776884795, 'gamma_11': -0.47997890080290834, 'gamma_12': -1.856333971514183, 'gamma_13': -0.7654333314186024, 'gamma_14': -2.7880074208095316, 'gamma_15': -1.77216040378108, 'gamma_16': 1.7539080749976699, 'gamma_17': 0.2028904264581047, 'gamma_18': 2.5513639332659594, 'gamma_19': 2.4794609445058957, 'gamma_20': 2.6124425370070563, 'gamma_21': 2.100886868430026, 'gamma_22': -1.2048491535786223, 'gamma_23': -1.493305157145828, 'gamma_24': -2.93748277759826, 'gamma_25': 1.7326511463001817, 'gamma_26': 1.4218046634389527, 'gamma_27': -3.0125722476307124, 'gamma_28': -1.2332037907275502, 'gamma_29': -2.4737154447410763, 'gamma_30': 2.4844998416134807, 'gamma_31': -1.2019149908168834, 'gamma_32': -1.4166922978180136, 'gamma_33': 2.657916863490593, 'gamma_34': -1.8771609710369028, 'gamma_35': -0.8304416500520428, 'gamma_36': -1.8777243603455747, 'gamma_37': -1.484171956592679, 'gamma_38': -1.0160517517928556, 'gamma_39': -0.16477314411732857, 'gamma_40': 1.1994482107956863, 'gamma_41': 0.8862212747814983, 'beta_0': -2.4387343976930382, 'beta_1': 2.0315604473228586, 'beta_2': 1.6446313057154702, 'beta_3': 2.1252482736528746, 'beta_4': 0.8883089585243422, 'beta_5': 1.9371294212554602, 'beta_6': -1.1111441139049982, 'beta_7': 1.6139195595974274, 'beta_8': -0.34805488285466185, 'beta_9': -0.9483574442238174, 'beta_10': -1.5776689432449493, 'beta_11': -0.004912324609624964, 'beta_12': 0.528542723029989, 'beta_13': 3.1319607651528574, 'beta_14': -0.1993509536740723, 'beta_15': -0.3519843939642334, 'beta_16': -2.6496651476190047, 'beta_17': -2.0068282068667713, 'beta_18': -1.696758617454897, 'beta_19': 1.0504721730814488, 'beta_20': -2.9058238943601546, 'beta_21': -2.296870541123776, 'beta_22': 1.5981453370423957, 'beta_23': 1.7972476108262758, 'beta_24': 1.7476080570526282, 'beta_25': 0.3370293022154811, 'beta_26': -1.5474200577771937, 'beta_27': 1.5960526556517496, 'beta_28': 0.24137352048705843, 'beta_29': 2.528092801317721, 'beta_30': -2.3574812234272478, 'beta_31': 0.18027852305327283, 'beta_32': 0.30924419251521207, 'beta_33': 1.7917606536904611, 'beta_34': 1.737797489843785, 'beta_35': -2.0508859677314755, 'beta_36': 2.0040263970823746, 'beta_37': -1.7368350702079662, 'beta_38': 0.4748335940130056, 'beta_39': 1.5479263374701007, 'beta_40': -2.3813930308813904, 'beta_41': 0.847223764417223}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 03:34:12,801] Trial 114 finished with value: -32.22562512883773 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -0.7722822156405507, 'gamma_1': 0.7398417862458272, 'gamma_2': 1.5058092355969985, 'gamma_3': -1.8688258423470183, 'gamma_4': -1.920398395914185, 'gamma_5': -2.446085074118991, 'gamma_6': 1.8790049982131114, 'gamma_7': 2.7409503234950776, 'gamma_8': -0.6285105426614608, 'gamma_9': -0.539744863757462, 'gamma_10': 0.35002186898167265, 'gamma_11': -0.9415774512750177, 'gamma_12': -2.3297516481942337, 'gamma_13': -0.5960112296237726, 'gamma_14': -3.0044976357295896, 'gamma_15': -2.1209640684688487, 'gamma_16': -2.785916212565961, 'gamma_17': -0.298707994334393, 'gamma_18': 2.0407863017034296, 'gamma_19': 1.413081631903586, 'gamma_20': -0.0421026388422151, 'gamma_21': 2.0028307236800815, 'gamma_22': -1.8179697160151913, 'gamma_23': 2.9273946523451317, 'gamma_24': -2.6802312415310725, 'gamma_25': 1.3170750297504141, 'gamma_26': 0.7342598599144428, 'gamma_27': -2.8785823212916766, 'gamma_28': -1.5483641307321738, 'gamma_29': 1.9837489040729437, 'gamma_30': 2.802229327302752, 'gamma_31': -1.6977085733856512, 'gamma_32': -0.9951339715576204, 'gamma_33': 2.4111649254653718, 'gamma_34': -1.5529071224647937, 'gamma_35': -0.7127972135267877, 'gamma_36': -2.256968048542023, 'gamma_37': -0.5935778538346592, 'gamma_38': -0.6027206308759826, 'beta_0': -1.839921705502119, 'beta_1': 3.003960784047495, 'beta_2': 1.8264769704115444, 'beta_3': -1.0146520314837963, 'beta_4': 0.3015927893096536, 'beta_5': 1.4569653451076041, 'beta_6': 2.6240864876120558, 'beta_7': -0.3466848797769237, 'beta_8': 3.1253338421796872, 'beta_9': -0.5558065104232927, 'beta_10': -2.8755598553153097, 'beta_11': 0.5125816080988319, 'beta_12': 0.6670693654643309, 'beta_13': 0.8807290580048943, 'beta_14': -0.3337101253763649, 'beta_15': 0.40547366090181863, 'beta_16': -2.201674791842047, 'beta_17': -2.4501343463260334, 'beta_18': -1.0609761346778563, 'beta_19': 1.788279226705762, 'beta_20': -2.438655632409501, 'beta_21': 0.055567022320599416, 'beta_22': 2.036050192800678, 'beta_23': 1.2089771728055028, 'beta_24': 2.8635270219275215, 'beta_25': 0.6295565727518455, 'beta_26': -0.21554032188146, 'beta_27': -2.885473414297648, 'beta_28': -0.4228561994860711, 'beta_29': -1.7481623931861945, 'beta_30': -2.1130999246159985, 'beta_31': 0.5898848296676573, 'beta_32': 1.1230182343421204, 'beta_33': 1.5299452649048861, 'beta_34': 1.5950931824448191, 'beta_35': -2.5771095974446983, 'beta_36': 2.89746711423717, 'beta_37': -1.2422975812349275, 'beta_38': 2.1295616071429904}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 03:51:09,019] Trial 115 finished with value: -31.884625212691617 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 0.1454642932117663, 'gamma_1': 0.7276900312334682, 'gamma_2': 1.8651107339787563, 'gamma_3': -1.9699810512694989, 'gamma_4': -1.2895809672301788, 'gamma_5': -2.4011727625540398, 'gamma_6': 1.9088664110635292, 'gamma_7': 2.227909019581977, 'gamma_8': -0.5642980950582885, 'gamma_9': -0.5614654320279419, 'gamma_10': 0.7139657923037817, 'gamma_11': -1.3894302255336868, 'gamma_12': -2.587074747742626, 'gamma_13': -0.5986426702885442, 'gamma_14': 2.3008476581073594, 'gamma_15': -2.3625576162310318, 'gamma_16': 1.6629872502370362, 'gamma_17': -0.6005733342381432, 'gamma_18': 2.0219734468392727, 'gamma_19': 1.4805729205740894, 'gamma_20': 0.7257962357582061, 'gamma_21': 1.974611977132375, 'gamma_22': -2.182980335993014, 'gamma_23': -1.9142885453519987, 'gamma_24': -2.6094208523052984, 'gamma_25': 1.338217851706369, 'gamma_26': 0.5676330940745529, 'gamma_27': -2.915627781717691, 'gamma_28': -2.1294035434046354, 'gamma_29': 2.003721219054081, 'gamma_30': 2.6397289591043545, 'gamma_31': -1.7088059222147798, 'gamma_32': -0.5604236234608964, 'gamma_33': 2.3351829944238505, 'gamma_34': -1.3638001235616901, 'gamma_35': -0.4654572591351268, 'gamma_36': -2.325335058904657, 'gamma_37': -0.1681136606570835, 'gamma_38': -0.5268612894877112, 'beta_0': -1.800728909559646, 'beta_1': 3.126153907114006, 'beta_2': 1.8660610675653464, 'beta_3': -0.9620347434108698, 'beta_4': 0.2855962793435377, 'beta_5': 1.4681594874035342, 'beta_6': 2.43090484502933, 'beta_7': -0.9855940960876873, 'beta_8': 2.7908013268721508, 'beta_9': -0.10218004347737697, 'beta_10': -3.0113274904917513, 'beta_11': 1.8468816969237547, 'beta_12': 1.1360813275357853, 'beta_13': 1.1991477790233593, 'beta_14': -0.34279865549817196, 'beta_15': 0.45759428350346953, 'beta_16': -2.254008537942588, 'beta_17': -2.634146969500899, 'beta_18': -0.8995751191862471, 'beta_19': 1.821669780613546, 'beta_20': 1.3467952028594663, 'beta_21': 0.070444240043259, 'beta_22': 2.0519986292167913, 'beta_23': 1.174729920963736, 'beta_24': 2.8500726963505825, 'beta_25': 0.5278584764852479, 'beta_26': 0.1542718216232497, 'beta_27': -0.4936648314282313, 'beta_28': -0.4377120298773341, 'beta_29': -1.8731823383655821, 'beta_30': -2.1317149422027266, 'beta_31': 1.0839746741785667, 'beta_32': 1.4662622829521517, 'beta_33': 1.5149196899513542, 'beta_34': 1.5605264183571745, 'beta_35': -2.4681531231915796, 'beta_36': 2.920025875918581, 'beta_37': -1.0784589015557173, 'beta_38': 2.1081364293468505}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 04:08:58,141] Trial 116 finished with value: -31.851624893022603 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -1.2274267597725999, 'gamma_1': -1.662530126480589, 'gamma_2': 1.4239538407344259, 'gamma_3': -1.738580528550071, 'gamma_4': -1.8655448702022623, 'gamma_5': -2.1182330436911596, 'gamma_6': -0.153986717606412, 'gamma_7': 0.18032169864636066, 'gamma_8': -0.7348780490114791, 'gamma_9': 0.003759814161748587, 'gamma_10': 0.28532372222766167, 'gamma_11': -0.9630062231809611, 'gamma_12': -2.2980560974314335, 'gamma_13': 1.5396042422907201, 'gamma_14': -3.1077422607351064, 'gamma_15': -2.138966667334276, 'gamma_16': -2.814992991349159, 'gamma_17': -0.7236383291707579, 'gamma_18': 2.214434894958199, 'gamma_19': 1.5716757565893482, 'gamma_20': 2.0647450340771947, 'gamma_21': 1.3187508430409505, 'gamma_22': -1.8634631975491076, 'gamma_23': -2.5414084469634153, 'gamma_24': 1.7929321858872966, 'gamma_25': 1.0276929202349427, 'gamma_26': 0.7917908278957928, 'gamma_27': -0.3431768107918825, 'gamma_28': -1.5634271237235338, 'gamma_29': 2.378433866608472, 'gamma_30': 2.8048923029432165, 'gamma_31': -1.4702231725818955, 'gamma_32': 2.9257214919703065, 'gamma_33': 2.4556762090219437, 'gamma_34': -2.216132752045012, 'gamma_35': -2.0609783451951578, 'gamma_36': -2.155029826626687, 'gamma_37': -0.63628001314509, 'gamma_38': 0.07474828732242322, 'gamma_39': 2.0313635192982593, 'gamma_40': 2.7972048208105766, 'beta_0': -0.7784831304765065, 'beta_1': 2.9761647149800274, 'beta_2': 2.1588567170378368, 'beta_3': -0.4706290353569847, 'beta_4': 0.3748581620505314, 'beta_5': 0.7696879073327333, 'beta_6': 2.632445603859218, 'beta_7': -0.3897326488759755, 'beta_8': 2.5816722856589465, 'beta_9': -1.870802859446821, 'beta_10': -2.8463710860219673, 'beta_11': 0.5150819661611086, 'beta_12': 0.6718340169163446, 'beta_13': 0.48715420568487233, 'beta_14': -0.7122926898050504, 'beta_15': 0.8812285042572363, 'beta_16': -1.8697572820010553, 'beta_17': 0.5867132663427417, 'beta_18': -1.381742621878393, 'beta_19': 1.4969977063364277, 'beta_20': -2.561785348116031, 'beta_21': -0.4430965380434755, 'beta_22': 2.6559708647034035, 'beta_23': 2.951195336592931, 'beta_24': 2.3217888035367076, 'beta_25': 0.6723062133491552, 'beta_26': -0.20813164387974636, 'beta_27': -1.5425712084355272, 'beta_28': -0.8235283539291051, 'beta_29': -1.7009433200104505, 'beta_30': 2.489836431938144, 'beta_31': 2.707446642390234, 'beta_32': 1.0868517467375152, 'beta_33': 0.8887162564204895, 'beta_34': 2.0611907581813127, 'beta_35': -2.6872504321479846, 'beta_36': 2.959826819386263, 'beta_37': -0.8091116502034261, 'beta_38': 2.8294808230987547, 'beta_39': 1.0262057374999392, 'beta_40': -2.8771277921183436}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 04:30:22,588] Trial 117 finished with value: -30.956500078069624 and parameters: {'optimizer': 'COBYLA', 'reps': 50, 'gamma_0': -0.1017719914370464, 'gamma_1': 0.37660361973095685, 'gamma_2': 1.6240278578825966, 'gamma_3': -1.8289530407631922, 'gamma_4': -2.240217556292863, 'gamma_5': -0.20247804070632092, 'gamma_6': 1.4443674207468362, 'gamma_7': 1.2350143120365518, 'gamma_8': 0.05461555162743936, 'gamma_9': -0.23420818153607065, 'gamma_10': 0.4252627172347216, 'gamma_11': -0.6857826667764703, 'gamma_12': -2.421806250250389, 'gamma_13': 0.4585546385754077, 'gamma_14': -3.01607910734482, 'gamma_15': -2.5422569743149492, 'gamma_16': -2.554755470195343, 'gamma_17': -0.31239833260506183, 'gamma_18': 1.7870262738547775, 'gamma_19': 1.7610913292472243, 'gamma_20': -3.1199452526255027, 'gamma_21': 2.2026917179384418, 'gamma_22': -1.7082363355139054, 'gamma_23': -2.0063616529694266, 'gamma_24': -2.176788171705117, 'gamma_25': 0.8487088396554552, 'gamma_26': 0.18694409337892587, 'gamma_27': -0.810554243372545, 'gamma_28': -2.3292794148149194, 'gamma_29': 2.58791795950288, 'gamma_30': 2.922961288820049, 'gamma_31': -1.9582586911793638, 'gamma_32': -0.9961048616169692, 'gamma_33': 2.1071485124742395, 'gamma_34': -2.912445181992287, 'gamma_35': -1.6150864443587523, 'gamma_36': 2.235076283758051, 'gamma_37': -0.519483005141977, 'gamma_38': -0.6634767424068795, 'gamma_39': 2.9748075165025143, 'gamma_40': 2.090146855689283, 'gamma_41': 1.7912388184222157, 'gamma_42': -0.19326147623919887, 'gamma_43': -0.9100670863311147, 'gamma_44': 1.190801962144545, 'gamma_45': 1.2455294159127102, 'gamma_46': -2.3357275151589505, 'gamma_47': -1.4376127735223916, 'gamma_48': -1.367140912464882, 'gamma_49': 0.25316767320419864, 'beta_0': -2.058498076363314, 'beta_1': 1.8638303590073872, 'beta_2': 1.9995796679997078, 'beta_3': -1.0821092162624912, 'beta_4': 0.686073686553846, 'beta_5': 1.6569309691263812, 'beta_6': -0.0559047153867564, 'beta_7': -0.280090310714042, 'beta_8': 3.1300158323404794, 'beta_9': -0.5426685217122372, 'beta_10': 3.0744816161828177, 'beta_11': 1.4226292062454307, 'beta_12': 0.4440531490392523, 'beta_13': -2.9677073573419404, 'beta_14': 0.05076466698364235, 'beta_15': 0.18676640435414804, 'beta_16': -2.0154852067776248, 'beta_17': -2.4300019573929386, 'beta_18': -2.4607475149148823, 'beta_19': 2.351889708360925, 'beta_20': -2.408930653818603, 'beta_21': -0.042999090756944365, 'beta_22': 1.7823055556123548, 'beta_23': 2.721328995640668, 'beta_24': 2.937131432489502, 'beta_25': 0.7820154073692005, 'beta_26': 0.048705211668030435, 'beta_27': -0.7779931226941544, 'beta_28': -0.5354492347490366, 'beta_29': -1.4566360500116213, 'beta_30': -1.7449507971399725, 'beta_31': -0.16585304518154775, 'beta_32': 2.7869752485592176, 'beta_33': 1.3519185004841145, 'beta_34': 1.2360494279569005, 'beta_35': -2.985882552445613, 'beta_36': -2.670358094552091, 'beta_37': -1.271716064101672, 'beta_38': 1.5421751121970653, 'beta_39': 0.20800116636710347, 'beta_40': -1.7593862530024815, 'beta_41': 3.109752998952372, 'beta_42': 3.0995128677696444, 'beta_43': 1.0471567173508254, 'beta_44': 0.39189338305546695, 'beta_45': 2.7434556550614015, 'beta_46': 1.9053656696732328, 'beta_47': -0.45123651005448506, 'beta_48': -1.3672784205306252, 'beta_49': -3.115975647975502}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 04:50:35,390] Trial 118 finished with value: -31.65949988753097 and parameters: {'optimizer': 'COBYLA', 'reps': 47, 'gamma_0': -0.7743099799627231, 'gamma_1': -1.1627721642040814, 'gamma_2': 2.469922702230413, 'gamma_3': -2.101754046540864, 'gamma_4': -1.0027337608295102, 'gamma_5': -1.7874204332411854, 'gamma_6': 2.1286422641559266, 'gamma_7': -1.4380893729145796, 'gamma_8': 0.3163432931106425, 'gamma_9': 0.4003347417915348, 'gamma_10': 1.1487135108164317, 'gamma_11': -0.7652610779131999, 'gamma_12': -1.685386326920122, 'gamma_13': -0.6873207021128463, 'gamma_14': 1.7770160700695572, 'gamma_15': -1.6980296425121961, 'gamma_16': -1.0413386838475787, 'gamma_17': -1.9028126756855128, 'gamma_18': 1.6171496542083725, 'gamma_19': 0.42417094472358874, 'gamma_20': 2.411864993825553, 'gamma_21': -0.8889463011787462, 'gamma_22': -1.0371390459296785, 'gamma_23': 2.902486419506354, 'gamma_24': -2.862569923387011, 'gamma_25': 1.5154216820673803, 'gamma_26': 0.9559085649474451, 'gamma_27': -2.225325122073137, 'gamma_28': -0.8719258408666014, 'gamma_29': 0.9870237377543984, 'gamma_30': 2.290199041154727, 'gamma_31': -1.632086888613431, 'gamma_32': -0.7154403581365071, 'gamma_33': 0.8016355923889371, 'gamma_34': -1.5068600418504405, 'gamma_35': -0.6746188271301925, 'gamma_36': -2.5730230038193955, 'gamma_37': -0.9140707123607107, 'gamma_38': -0.25231637819984365, 'gamma_39': 2.620058018387234, 'gamma_40': 0.7018380649113566, 'gamma_41': -0.02482693531440927, 'gamma_42': 0.553321662382376, 'gamma_43': 0.30725935667350895, 'gamma_44': 0.5159389024311819, 'gamma_45': 0.19586402874545605, 'gamma_46': -0.5913668951236175, 'beta_0': -1.8681169720077262, 'beta_1': 2.7746982081855838, 'beta_2': 2.390604341292066, 'beta_3': -0.16924237772977535, 'beta_4': -0.18398903730426772, 'beta_5': 1.8253745893791806, 'beta_6': 2.797967986899641, 'beta_7': 0.6786578955015881, 'beta_8': 1.9758822613281337, 'beta_9': -0.34483366492005185, 'beta_10': -2.3007193422339256, 'beta_11': 0.7931766572668055, 'beta_12': 1.6204357725985832, 'beta_13': 0.9698616355362973, 'beta_14': -1.4820137085798852, 'beta_15': -2.1136714175823053, 'beta_16': -2.439397564851992, 'beta_17': 0.8044648005525353, 'beta_18': -2.71494538906473, 'beta_19': 1.6943676897024256, 'beta_20': -1.7735401855448638, 'beta_21': 0.4446776326838321, 'beta_22': 2.2888004201281604, 'beta_23': 1.376026920270385, 'beta_24': 0.17685666726070717, 'beta_25': 0.09264127906731962, 'beta_26': -0.1480915237506343, 'beta_27': 0.11417385632783267, 'beta_28': -0.6090219009978997, 'beta_29': -1.179873186976983, 'beta_30': -1.5988313739077555, 'beta_31': 0.9301966060013855, 'beta_32': -2.2008283003499747, 'beta_33': -2.3034311004396892, 'beta_34': 0.9778637306308169, 'beta_35': -1.4365971689829813, 'beta_36': 2.522363801046797, 'beta_37': -0.32234187970515366, 'beta_38': 0.06566643499245925, 'beta_39': 1.286742874582494, 'beta_40': 0.07999722193366948, 'beta_41': 0.14872519235203518, 'beta_42': 2.3944830568704454, 'beta_43': 2.0570840992072474, 'beta_44': -0.4503163817766359, 'beta_45': 1.0171332054116884, 'beta_46': 3.13308001617663}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 06:00:59,788] Trial 119 finished with value: -28.578873730737584 and parameters: {'optimizer': 'QN-SPSA', 'reps': 44, 'gamma_0': -1.0205518175428314, 'gamma_1': 0.9232818062280597, 'gamma_2': 1.6723198154060566, 'gamma_3': -2.2241862589318826, 'gamma_4': 2.780191998898103, 'gamma_5': -1.012571511318142, 'gamma_6': 1.6837684277494636, 'gamma_7': -3.132532674044022, 'gamma_8': -0.24835069925918607, 'gamma_9': 0.054074646091325826, 'gamma_10': 0.10255030625134393, 'gamma_11': -1.703307089584331, 'gamma_12': -3.0081401452798264, 'gamma_13': -0.9909459252411228, 'gamma_14': 2.136947441063677, 'gamma_15': -2.248064912571675, 'gamma_16': 0.8308934131518256, 'gamma_17': 2.988255144547333, 'gamma_18': -1.3210327432056428, 'gamma_19': 1.3798426794399652, 'gamma_20': -0.12658089470520098, 'gamma_21': 2.3456924005336597, 'gamma_22': -2.3733717807551304, 'gamma_23': 0.6908745487933506, 'gamma_24': -2.370899792736908, 'gamma_25': 1.8487805257234324, 'gamma_26': 2.681667701242706, 'gamma_27': -0.46913139561793027, 'gamma_28': -0.16326093669947098, 'gamma_29': 2.1902302566915948, 'gamma_30': -0.5677325475997959, 'gamma_31': -2.4323300764685363, 'gamma_32': -1.6445641753632874, 'gamma_33': 1.211204077078349, 'gamma_34': -1.740251995734043, 'gamma_35': -1.2550195251193001, 'gamma_36': -1.7955071605284365, 'gamma_37': -1.8960148827099033, 'gamma_38': -0.8702744376087393, 'gamma_39': 0.9339045969609641, 'gamma_40': -0.14787641875125956, 'gamma_41': 2.993798071777671, 'gamma_42': 1.0556857708447882, 'gamma_43': -0.16363956641752442, 'beta_0': -1.1771651678462856, 'beta_1': 2.183507828533841, 'beta_2': 1.1596311389401106, 'beta_3': -1.3310831402620513, 'beta_4': 0.09891056360747696, 'beta_5': 1.3443545633436997, 'beta_6': 2.2791195597272074, 'beta_7': -0.5108007572786919, 'beta_8': 2.9150147321643343, 'beta_9': 0.28224026118259304, 'beta_10': -3.137588925283943, 'beta_11': 1.676398505264368, 'beta_12': 0.8050002538766737, 'beta_13': 1.4936697516186572, 'beta_14': -0.5477242623411606, 'beta_15': 0.6258397102841964, 'beta_16': -2.1906552311713634, 'beta_17': -3.1267493320173108, 'beta_18': -0.33639584036326475, 'beta_19': 1.9726596712909417, 'beta_20': 1.1110294448743683, 'beta_21': 0.3767707156367217, 'beta_22': 2.434543012191451, 'beta_23': 0.6962269603983186, 'beta_24': 2.676421132342122, 'beta_25': 1.042509889957695, 'beta_26': -0.5353237605350519, 'beta_27': -2.508959534221393, 'beta_28': -0.35875864348755643, 'beta_29': -1.581419224267278, 'beta_30': -1.9600005934046456, 'beta_31': 1.2329772594380495, 'beta_32': 1.2241340815261554, 'beta_33': 2.2290871556438376, 'beta_34': -0.26141906066034126, 'beta_35': -2.250824330577626, 'beta_36': 0.7575332567657723, 'beta_37': -2.5175584889501614, 'beta_38': 1.250488767340848, 'beta_39': 2.710992961170881, 'beta_40': -0.5508098911175083, 'beta_41': 1.5490720111272063, 'beta_42': 0.3575623676961719, 'beta_43': 1.3402536062415293}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 06:17:57,727] Trial 120 finished with value: -32.595374843257574 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -1.3427192238121117, 'gamma_1': 0.12175912991237081, 'gamma_2': 1.3190211950919464, 'gamma_3': -2.365010643262675, 'gamma_4': -2.359037847549953, 'gamma_5': -2.4879882528739925, 'gamma_6': 2.7263439867568176, 'gamma_7': 2.453315803345501, 'gamma_8': -1.0427582559742614, 'gamma_9': 0.5767314881699339, 'gamma_10': -1.1338898432748306, 'gamma_11': -1.218279139699675, 'gamma_12': -2.681898504719246, 'gamma_13': -1.3753232087834877, 'gamma_14': -0.5427281177785084, 'gamma_15': -1.975610506069108, 'gamma_16': -1.499989217816811, 'gamma_17': -1.0263913121758448, 'gamma_18': 2.3865014396437183, 'gamma_19': 1.200292597390531, 'gamma_20': 2.7957841197855666, 'gamma_21': -3.1091049254705014, 'gamma_22': -1.9868462303203367, 'gamma_23': -2.1793645438521625, 'gamma_24': -2.712024254712191, 'gamma_25': 1.1624159859311516, 'gamma_26': 0.7324155642055167, 'gamma_27': 3.0055250177128303, 'gamma_28': -1.755093893451595, 'gamma_29': 1.6752035464434771, 'gamma_30': 1.9470415369131897, 'gamma_31': -1.8107704437691219, 'gamma_32': 2.347212873528979, 'gamma_33': 1.4296713367775546, 'gamma_34': -0.559311755960721, 'gamma_35': -0.9625440872277072, 'gamma_36': -2.7215212224520307, 'gamma_37': -2.386339262769398, 'beta_0': -1.613689040289668, 'beta_1': 3.0234326032500203, 'beta_2': 2.8116078109325318, 'beta_3': -2.4787458778369706, 'beta_4': -0.037476668123915424, 'beta_5': 2.234671927355084, 'beta_6': -1.6256037052115218, 'beta_7': 2.956367772494946, 'beta_8': 2.345558582257106, 'beta_9': -1.4607148558218166, 'beta_10': -2.643748546235762, 'beta_11': 1.0707448339548367, 'beta_12': 0.31690346861290214, 'beta_13': -2.8324534454205614, 'beta_14': -0.32407812831998284, 'beta_15': -2.9057053883550172, 'beta_16': -2.5512134541103006, 'beta_17': -0.8028760394652281, 'beta_18': -2.211002518859809, 'beta_19': 2.8029226356696157, 'beta_20': -2.2673821188762333, 'beta_21': -0.6024795987220827, 'beta_22': 1.709371541620163, 'beta_23': 1.6793474810275095, 'beta_24': 1.6965990253627687, 'beta_25': 0.35147317525483734, 'beta_26': 0.40405725193359376, 'beta_27': -2.0583814100884266, 'beta_28': -0.12074904866726277, 'beta_29': 3.0468602659574557, 'beta_30': -2.5714130165889637, 'beta_31': 0.7930455474386563, 'beta_32': -1.6547521313341544, 'beta_33': -1.4960400827913376, 'beta_34': 0.6897457061687576, 'beta_35': -2.556669292800682, 'beta_36': 1.8894206777181182, 'beta_37': -1.216866703745417}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 06:34:51,347] Trial 121 finished with value: -32.20562512730706 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -1.72331155302733, 'gamma_1': -0.551802444846873, 'gamma_2': 1.4871754348632271, 'gamma_3': -2.7747866904958083, 'gamma_4': -2.062191100539711, 'gamma_5': -2.6155227062191337, 'gamma_6': 2.750850551163404, 'gamma_7': 2.4001220064921127, 'gamma_8': -0.9373807423283055, 'gamma_9': 0.662067347500984, 'gamma_10': -1.1355746269022549, 'gamma_11': -1.0297949949881287, 'gamma_12': -2.7778496507023913, 'gamma_13': -1.6607359161387856, 'gamma_14': -1.183620782913223, 'gamma_15': -2.0633683172078583, 'gamma_16': -1.4763043758011944, 'gamma_17': -0.9639883103001772, 'gamma_18': 1.9506599059027845, 'gamma_19': 0.8073027457574955, 'gamma_20': 2.598868920857102, 'gamma_21': 0.018121957640216013, 'gamma_22': -2.110310546560132, 'gamma_23': -2.310571261045103, 'gamma_24': -2.625825114740392, 'gamma_25': 1.1344812273025031, 'gamma_26': 0.41464367304242644, 'gamma_27': -2.893380761921088, 'gamma_28': -1.9335188878640603, 'gamma_29': 1.6430876077322694, 'gamma_30': 1.9311901585318467, 'gamma_31': -1.7902185990245634, 'gamma_32': 2.3723468293024568, 'gamma_33': 1.5057374842065614, 'gamma_34': -0.5807820329405706, 'gamma_35': -0.9317614084654741, 'gamma_36': -2.7274368693935456, 'gamma_37': -2.311903949705246, 'beta_0': -1.3114082514931649, 'beta_1': 2.9847244572790044, 'beta_2': 2.8116102023571465, 'beta_3': -2.3831845302384087, 'beta_4': 0.5001259866978952, 'beta_5': 2.1011469042114794, 'beta_6': -1.5904697919823483, 'beta_7': 2.9322752428538714, 'beta_8': 2.2917286879592975, 'beta_9': -1.5611700447356784, 'beta_10': -2.63095807672886, 'beta_11': 1.0733969552066767, 'beta_12': 0.17894146605916772, 'beta_13': 0.7858365955127885, 'beta_14': -0.27968490892433634, 'beta_15': -2.682234512434151, 'beta_16': -2.588401801711657, 'beta_17': -1.2083470918227504, 'beta_18': -2.173907782557182, 'beta_19': 2.7895395605471314, 'beta_20': -2.1665189938961342, 'beta_21': -0.6839110508631936, 'beta_22': 1.7055723571892167, 'beta_23': 1.7431471853835578, 'beta_24': 1.4378392819835553, 'beta_25': 0.37926430002835076, 'beta_26': -1.0240162175966332, 'beta_27': -1.9035869844304512, 'beta_28': -0.15655127181836093, 'beta_29': 2.958912910531956, 'beta_30': -2.5523472943843983, 'beta_31': 0.5427060851072578, 'beta_32': -1.722166851808512, 'beta_33': -1.5558079067840667, 'beta_34': 0.7268235248125656, 'beta_35': -2.5427946120157188, 'beta_36': 1.68267637692527, 'beta_37': -1.2290361719998422}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 06:51:37,457] Trial 122 finished with value: -32.103249831616004 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -2.0110313747224375, 'gamma_1': -0.7602965048426721, 'gamma_2': 1.288474606404617, 'gamma_3': -2.7602301852596924, 'gamma_4': -2.434988226572578, 'gamma_5': 0.1668230986738085, 'gamma_6': 2.8481665447072637, 'gamma_7': 2.474443782365176, 'gamma_8': -1.0544487989763955, 'gamma_9': 1.371560722715597, 'gamma_10': -1.1319278621262563, 'gamma_11': -1.0049028460539293, 'gamma_12': -2.7103455797361073, 'gamma_13': -1.801172181881776, 'gamma_14': -0.3514553651539508, 'gamma_15': -1.9799971607033973, 'gamma_16': -1.6466486109570293, 'gamma_17': -0.9843764923240603, 'gamma_18': 1.9178498011077119, 'gamma_19': 0.8052089777990329, 'gamma_20': 2.7615032302107454, 'gamma_21': -2.7560700049346063, 'gamma_22': -1.991175489364937, 'gamma_23': -2.217100063736939, 'gamma_24': -2.42451414010067, 'gamma_25': 1.0938237189454911, 'gamma_26': 0.3629405459699352, 'gamma_27': -1.3736215143902877, 'gamma_28': -1.8819154513248373, 'gamma_29': 1.5946963603332813, 'gamma_30': 1.9748283098785742, 'gamma_31': -2.1446042571945636, 'gamma_32': 2.3370037164144324, 'gamma_33': 1.9323470062881105, 'gamma_34': -0.4597528409628361, 'gamma_35': -1.048644551101121, 'gamma_36': -2.993302619428173, 'gamma_37': -2.3402632256614666, 'beta_0': -1.3445513997116403, 'beta_1': 2.9602220561160233, 'beta_2': 2.8021545328559903, 'beta_3': -2.439491413385806, 'beta_4': 0.21338940861085334, 'beta_5': 2.2723856524209443, 'beta_6': -1.6617374378069636, 'beta_7': 2.9266325669863233, 'beta_8': 2.3683352528894237, 'beta_9': -1.455236202672329, 'beta_10': -2.639341064694256, 'beta_11': 1.0422354449504068, 'beta_12': 0.1212291257396575, 'beta_13': 0.7289456683324621, 'beta_14': -0.3137661679445855, 'beta_15': -2.9525336194725416, 'beta_16': -2.353051667220009, 'beta_17': -1.1764400360233385, 'beta_18': -2.0700484860250623, 'beta_19': 2.8151590281885297, 'beta_20': -1.9593241378428052, 'beta_21': -0.19371208936058348, 'beta_22': 1.6528734297591499, 'beta_23': 2.047911717708332, 'beta_24': 1.4375664324376778, 'beta_25': 0.3034849122998533, 'beta_26': 0.45669998495863706, 'beta_27': -2.091592052160525, 'beta_28': -0.12485984851911491, 'beta_29': 3.1385916396479168, 'beta_30': -2.6492007646582953, 'beta_31': 0.6952640749804144, 'beta_32': -1.6581811926522991, 'beta_33': -1.5419913757201396, 'beta_34': 0.6771408340062607, 'beta_35': -2.6752566503156907, 'beta_36': 1.6079388105039016, 'beta_37': -1.2183095283286232}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 07:09:02,716] Trial 123 finished with value: -31.66137500352875 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -1.4678154545148978, 'gamma_1': -0.5418619283400883, 'gamma_2': 1.53308695656381, 'gamma_3': -2.5935033524771254, 'gamma_4': -2.0751370435479113, 'gamma_5': -2.491835732394712, 'gamma_6': 2.7045797071605713, 'gamma_7': 2.8750844582751927, 'gamma_8': -0.8338879584686524, 'gamma_9': 0.6327926586535713, 'gamma_10': -0.8840779477160605, 'gamma_11': -1.2135170869484377, 'gamma_12': -2.830789687738445, 'gamma_13': -1.619248270503282, 'gamma_14': -0.9143506882261385, 'gamma_15': -2.105635187300693, 'gamma_16': -2.074800085866535, 'gamma_17': 2.859701693352193, 'gamma_18': 2.0924914519147233, 'gamma_19': 1.3170870084474515, 'gamma_20': 3.056785995732269, 'gamma_21': -3.1281367082326312, 'gamma_22': -2.127738281018751, 'gamma_23': -2.3411653584998806, 'gamma_24': -2.6169236545454955, 'gamma_25': 1.2505466706537638, 'gamma_26': 0.03184150148946105, 'gamma_27': 2.4379807060465337, 'gamma_28': -2.062032447855441, 'gamma_29': 1.3649129451862674, 'gamma_30': 1.6037944964890523, 'gamma_31': -1.8143304302842675, 'gamma_32': 2.4078682137018124, 'gamma_33': 1.4697073077307712, 'gamma_34': -0.6397157904110993, 'gamma_35': -0.8278854255846656, 'gamma_36': -2.727438101920448, 'gamma_37': -2.612473835990757, 'gamma_38': -1.4493988812931469, 'beta_0': -1.5691530253491985, 'beta_1': 3.089341614088024, 'beta_2': 3.1228063017691934, 'beta_3': -0.8486489758063963, 'beta_4': 0.49572782041937363, 'beta_5': 2.6560975416774464, 'beta_6': -1.8859313351429778, 'beta_7': 3.048122012089775, 'beta_8': 2.2527645107846768, 'beta_9': -2.0224348347896344, 'beta_10': -2.769988752961279, 'beta_11': 0.6572875504464222, 'beta_12': -0.029151786077756814, 'beta_13': 0.9864286838959379, 'beta_14': -0.8506490658035231, 'beta_15': -2.6050124613127306, 'beta_16': -2.510861211400641, 'beta_17': -0.7933159559402261, 'beta_18': -2.2141732562520966, 'beta_19': 2.6193621663520594, 'beta_20': -2.2149972763204193, 'beta_21': -0.6324447402184422, 'beta_22': 1.9022191319719592, 'beta_23': 1.6608560782091963, 'beta_24': 1.6867179783152135, 'beta_25': -0.014957983344076053, 'beta_26': -1.3831443318765337, 'beta_27': -1.895950390750969, 'beta_28': 0.07986348061516052, 'beta_29': 2.9980274652193937, 'beta_30': -3.0470511485971614, 'beta_31': 0.4944390956793291, 'beta_32': -1.329652898747772, 'beta_33': -1.2097767681097191, 'beta_34': 1.6639738363942527, 'beta_35': -2.880106785340823, 'beta_36': 1.8560637347871245, 'beta_37': -1.4245697399851778, 'beta_38': 0.3477507137246758}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 07:24:05,196] Trial 124 finished with value: -31.236000180560566 and parameters: {'optimizer': 'COBYLA', 'reps': 34, 'gamma_0': -1.8374894266760866, 'gamma_1': -0.36822163251713924, 'gamma_2': 1.1316504146315691, 'gamma_3': -2.4411594097286895, 'gamma_4': -2.6872248927519, 'gamma_5': -2.921315643652639, 'gamma_6': 2.6097409619740954, 'gamma_7': 2.724666175384861, 'gamma_8': -1.7593221183416525, 'gamma_9': 1.1227499605947584, 'gamma_10': -1.3280233447754444, 'gamma_11': -1.4289388076126652, 'gamma_12': -2.54524790377016, 'gamma_13': -2.0880708873526697, 'gamma_14': 0.18900914742966846, 'gamma_15': -2.4173093960446836, 'gamma_16': -1.5747011510072384, 'gamma_17': -0.820512682242923, 'gamma_18': 2.7176962071599844, 'gamma_19': 1.2490886574904607, 'gamma_20': 2.611240932567388, 'gamma_21': -0.2946263448484941, 'gamma_22': -1.7931674217170406, 'gamma_23': -1.7138791561869973, 'gamma_24': -2.745056450301439, 'gamma_25': 0.6493177491680209, 'gamma_26': 0.23475043944012536, 'gamma_27': 2.7123599280330457, 'gamma_28': -1.724019326735156, 'gamma_29': 1.9514760107340325, 'gamma_30': 2.1456840970637963, 'gamma_31': -1.4212893685518329, 'gamma_32': 2.996761952175705, 'gamma_33': 1.7726979408244647, 'beta_0': -1.6582887240115878, 'beta_1': 2.788682395944978, 'beta_2': 3.0122252836012073, 'beta_3': -2.692334820258231, 'beta_4': 0.7555543700539566, 'beta_5': 2.1129063700811153, 'beta_6': -1.4584611199841164, 'beta_7': 2.696649907764162, 'beta_8': 2.0728902058571546, 'beta_9': -1.7780713148329683, 'beta_10': -2.4822564923245682, 'beta_11': 0.9099330188552281, 'beta_12': 0.2860791632909581, 'beta_13': 0.9029043592651271, 'beta_14': -0.06952307224397243, 'beta_15': -2.451044020272023, 'beta_16': -2.8913297582652704, 'beta_17': -0.18964596098343794, 'beta_18': -1.859263006690923, 'beta_19': 2.42924298480559, 'beta_20': -2.2641789097474128, 'beta_21': -0.9413028660643084, 'beta_22': 1.534377154275091, 'beta_23': 2.5303472457735716, 'beta_24': 1.2078797110132733, 'beta_25': -0.38705363847538066, 'beta_26': -1.0448905192753604, 'beta_27': 2.4488649474225768, 'beta_28': -0.24616585613903225, 'beta_29': 2.9165807820466942, 'beta_30': -2.8385782819429686, 'beta_31': 0.6418184225320759, 'beta_32': -1.5095222771708623, 'beta_33': -1.8195301796779166}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 07:41:37,056] Trial 125 finished with value: -32.52124821738333 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -1.387027963469756, 'gamma_1': 0.13016934444274852, 'gamma_2': 1.4938917544703842, 'gamma_3': -2.0423098682702454, 'gamma_4': -2.026751753154672, 'gamma_5': -0.5590920703279841, 'gamma_6': 2.9873339180969336, 'gamma_7': 2.03229242609675, 'gamma_8': -2.4009180594659023, 'gamma_9': 0.678817838452233, 'gamma_10': -1.0535843554404742, 'gamma_11': -0.8925455604607048, 'gamma_12': -2.9351852083868493, 'gamma_13': -1.4465972519814685, 'gamma_14': -0.5765144684720901, 'gamma_15': -2.225578509009961, 'gamma_16': -0.5908802584843118, 'gamma_17': -1.5152967055807003, 'gamma_18': 2.408206082324036, 'gamma_19': 1.027106468276372, 'gamma_20': 2.9148605793313425, 'gamma_21': -0.431636954943589, 'gamma_22': -1.4309787106202514, 'gamma_23': -2.3774155016330463, 'gamma_24': -1.8107033181989611, 'gamma_25': 0.9650522360114651, 'gamma_26': 0.4957319045917383, 'gamma_27': -2.858758697934148, 'gamma_28': -1.4386505172337924, 'gamma_29': 1.8785221457590076, 'gamma_30': 1.908231324246104, 'gamma_31': -1.907857133852713, 'gamma_32': 2.55711985052214, 'gamma_33': 1.3311818898426349, 'gamma_34': -0.22975229675140224, 'gamma_35': -0.22729889066720704, 'gamma_36': -2.847107153321626, 'gamma_37': -2.3418675169447587, 'gamma_38': -1.9120366902972241, 'gamma_39': 1.539196261306475, 'beta_0': -1.47464203792499, 'beta_1': 2.6056271862118705, 'beta_2': 2.631812304025761, 'beta_3': -2.2504141237771944, 'beta_4': 0.5823051738239293, 'beta_5': 2.3276575798651615, 'beta_6': -1.3792344621836288, 'beta_7': 3.1336009811349754, 'beta_8': 2.714702497508656, 'beta_9': -1.2815377709802025, 'beta_10': -2.90538445039852, 'beta_11': 1.1568347456409498, 'beta_12': -0.2374032123564634, 'beta_13': -2.8164726922606738, 'beta_14': 0.20790498978720906, 'beta_15': -2.7588089361758423, 'beta_16': -2.082461295076414, 'beta_17': -2.7349583282991, 'beta_18': -1.9920136300348998, 'beta_19': 2.982053198824093, 'beta_20': -2.0599498711004354, 'beta_21': -1.1348129135258458, 'beta_22': 2.136892661302879, 'beta_23': 1.7479629059256183, 'beta_24': 0.9963445904044321, 'beta_25': 0.616697393038081, 'beta_26': -0.8225304881371975, 'beta_27': -1.3452020686086166, 'beta_28': 2.8222769465550264, 'beta_29': -0.1780785022975111, 'beta_30': 1.1687403731284782, 'beta_31': 0.783955656112934, 'beta_32': -1.8762724571897629, 'beta_33': -1.007591497078041, 'beta_34': 0.12556695311417587, 'beta_35': -1.709874731470385, 'beta_36': 2.180779807593092, 'beta_37': -1.628389243985813, 'beta_38': -1.642717221495984, 'beta_39': -1.017831997976769}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 07:58:13,028] Trial 126 finished with value: -31.33574997292617 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': -1.377142465835032, 'gamma_1': -0.07461474828853529, 'gamma_2': 1.463568794975353, 'gamma_3': -2.8788627008400156, 'gamma_4': -2.3958372374821177, 'gamma_5': -0.593758988845823, 'gamma_6': 3.0208426495021743, 'gamma_7': 2.068652269058927, 'gamma_8': -1.3000949752568451, 'gamma_9': 0.7248593852625359, 'gamma_10': -1.042199600872116, 'gamma_11': -0.8867409509515274, 'gamma_12': -2.9566998075608537, 'gamma_13': -1.4019499585006954, 'gamma_14': -0.4507324776201494, 'gamma_15': -1.9035259787314502, 'gamma_16': -0.5450055260955581, 'gamma_17': -1.5813045433577857, 'gamma_18': 2.3828173118599043, 'gamma_19': 0.9168439618840687, 'gamma_20': 2.187489904672987, 'gamma_21': -0.1343377718125033, 'gamma_22': -2.5431112989174096, 'gamma_23': -2.5626341417768614, 'gamma_24': -2.502791052522005, 'gamma_25': 0.9870601539539231, 'gamma_26': 0.742045611689795, 'gamma_27': -2.942186739256304, 'gamma_28': -1.5038577584477182, 'gamma_29': 1.4783202081125524, 'gamma_30': 1.8776649187827679, 'gamma_31': -2.0092297202149307, 'gamma_32': 2.5433055401774567, 'gamma_33': 1.3836936700493374, 'gamma_34': -0.2215048035791109, 'gamma_35': -0.26293990184225224, 'gamma_36': -3.129513399630611, 'gamma_37': -2.284802903756064, 'beta_0': -1.9002702400982363, 'beta_1': 2.6630433298371923, 'beta_2': 2.8851278055095904, 'beta_3': -2.1475954073736094, 'beta_4': 0.5986910499488157, 'beta_5': 2.876379556245639, 'beta_6': -1.3588483564566856, 'beta_7': 3.081641478296676, 'beta_8': 2.6666926785474545, 'beta_9': -1.2569310101324886, 'beta_10': -2.979390549508726, 'beta_11': 1.1420895910806577, 'beta_12': -0.24894105938009492, 'beta_13': 0.7059736729823203, 'beta_14': 0.2263472842160525, 'beta_15': -2.7139814452416138, 'beta_16': -2.11695096840039, 'beta_17': -2.7076056223692277, 'beta_18': -1.5954222653578365, 'beta_19': 2.8842025816663184, 'beta_20': -1.759340387641135, 'beta_21': -1.2387194333825444, 'beta_22': 2.046165461790696, 'beta_23': 1.770771841294472, 'beta_24': 0.931067440565776, 'beta_25': 0.3918140509656961, 'beta_26': -0.7327653030459911, 'beta_27': -1.6658103977036092, 'beta_28': 2.7896748696341978, 'beta_29': -0.1230874672065907, 'beta_30': 1.9074178153935608, 'beta_31': 0.23112781152885592, 'beta_32': -1.8286120428668973, 'beta_33': -1.3594315760531923, 'beta_34': 0.4356105552442546, 'beta_35': -1.6812196746929682, 'beta_36': 2.2313890820544753, 'beta_37': -1.7024457760186475}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 08:15:50,887] Trial 127 finished with value: -32.16225067576293 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -1.3332442054205504, 'gamma_1': -1.0091096330006006, 'gamma_2': 1.7281491864995182, 'gamma_3': -2.5519267267140004, 'gamma_4': -1.655592328420814, 'gamma_5': -0.3306770228157975, 'gamma_6': 2.8506310877405014, 'gamma_7': 2.489644155635978, 'gamma_8': -2.3700459833120684, 'gamma_9': 0.5049645134709918, 'gamma_10': -1.5755764892723616, 'gamma_11': -1.101002055020148, 'gamma_12': -3.138176604538803, 'gamma_13': -1.2791743113780465, 'gamma_14': -0.5446276626723578, 'gamma_15': -2.0203100416427953, 'gamma_16': -2.516158493119817, 'gamma_17': -1.388780532992582, 'gamma_18': 1.543660928673739, 'gamma_19': 1.0873848702663258, 'gamma_20': 2.5186590147203853, 'gamma_21': 0.08274046776861524, 'gamma_22': -0.8206501991681163, 'gamma_23': -2.8372008868715444, 'gamma_24': -1.8060947523232724, 'gamma_25': 1.585434522628641, 'gamma_26': 0.5721288816016807, 'gamma_27': -2.8137736262818174, 'gamma_28': -1.3195697151086294, 'gamma_29': 2.0364886519294325, 'gamma_30': 1.907731255511099, 'gamma_31': -2.2316746317896006, 'gamma_32': 2.0744641728263047, 'gamma_33': 1.6004938115169813, 'gamma_34': 0.07994099919632475, 'gamma_35': -0.5058071492958629, 'gamma_36': -2.6630145015237763, 'gamma_37': -2.8623883588893784, 'gamma_38': -1.8719075180874136, 'gamma_39': 1.286161957956638, 'beta_0': -1.2393864146441755, 'beta_1': 2.865205437964926, 'beta_2': 2.5083218924506134, 'beta_3': -1.9163862495225836, 'beta_4': 0.8986878037385582, 'beta_5': 2.4053676183329062, 'beta_6': -1.5709600315080956, 'beta_7': 3.1377857510425207, 'beta_8': 1.7556692604491047, 'beta_9': -1.6175295111719563, 'beta_10': -2.898807058285109, 'beta_11': 0.509154345162835, 'beta_12': -0.48547749911250077, 'beta_13': -2.8697569296022336, 'beta_14': 0.4516457759833059, 'beta_15': -3.034678241419388, 'beta_16': -1.787349245074056, 'beta_17': -2.9688825199385107, 'beta_18': -0.03638068869748978, 'beta_19': 3.1294249480542358, 'beta_20': -1.4775287473683454, 'beta_21': -0.9686683821576226, 'beta_22': 2.158552073709372, 'beta_23': 1.527628151651641, 'beta_24': 1.0708789670213623, 'beta_25': 0.6570115444441548, 'beta_26': -0.8250837281718166, 'beta_27': -1.3044472132297333, 'beta_28': 2.896366895469727, 'beta_29': 2.8102767314045414, 'beta_30': 0.6778819067976167, 'beta_31': 0.8081668954922969, 'beta_32': -1.4049774836862339, 'beta_33': -0.8900259171099649, 'beta_34': 0.17124925109483263, 'beta_35': -1.938807150381261, 'beta_36': 2.033539501927138, 'beta_37': -1.9905449213090636, 'beta_38': -2.5184621726152634, 'beta_39': -1.4942904554094527}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 08:33:48,937] Trial 128 finished with value: -32.23400155574536 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -1.6603593698493098, 'gamma_1': 0.09177760333058628, 'gamma_2': 1.3369902482186604, 'gamma_3': -1.9734042732949728, 'gamma_4': -2.0018442817825255, 'gamma_5': -2.497600701214852, 'gamma_6': 3.0394467633399156, 'gamma_7': 1.744431682550476, 'gamma_8': -0.9597953766908474, 'gamma_9': 0.9374088456228216, 'gamma_10': -1.2765010506628318, 'gamma_11': 1.8404482319921396, 'gamma_12': -2.663872321810261, 'gamma_13': -1.468320889467629, 'gamma_14': -1.3044704744523876, 'gamma_15': -2.7026033321549936, 'gamma_16': -0.6867692301548209, 'gamma_17': -1.4581466963427177, 'gamma_18': 2.229436123143049, 'gamma_19': 1.1707553201486798, 'gamma_20': 2.818533407697829, 'gamma_21': 0.298460515869786, 'gamma_22': -1.6781050903292671, 'gamma_23': -2.034385090206351, 'gamma_24': 0.6565350721407368, 'gamma_25': 1.1818420260886968, 'gamma_26': 0.47487823244167965, 'gamma_27': -0.9786668828252795, 'gamma_28': -1.926212277567693, 'gamma_29': 1.824911077286098, 'gamma_30': 2.0721483966242675, 'gamma_31': -1.8617904359127158, 'gamma_32': 2.6111066489146144, 'gamma_33': 2.570062857666634, 'gamma_34': -0.8841700416917109, 'gamma_35': -0.932179337373525, 'gamma_36': -2.8342836332831474, 'gamma_37': -2.4540502599136773, 'gamma_38': -2.218525874221421, 'gamma_39': 1.4971760997346102, 'gamma_40': -2.8317912433493575, 'beta_0': -1.5140446223441701, 'beta_1': 3.1286604239017524, 'beta_2': 2.7605577175696063, 'beta_3': -1.6305658278058432, 'beta_4': 0.415391108135496, 'beta_5': 1.9942394926595761, 'beta_6': -1.8100726124083182, 'beta_7': 2.817687222469864, 'beta_8': 2.5010393824534636, 'beta_9': -1.5593286220599019, 'beta_10': -2.7614717521459293, 'beta_11': 0.7983445415849073, 'beta_12': -0.08473520140390109, 'beta_13': -2.6367088715829197, 'beta_14': 0.09674781294643772, 'beta_15': -2.3164489863549345, 'beta_16': -1.5169646856979349, 'beta_17': -0.40951024883211906, 'beta_18': -1.9844345124623342, 'beta_19': 2.992912544052343, 'beta_20': 1.6244270113267492, 'beta_21': -0.5995894898132862, 'beta_22': 1.4185865135521836, 'beta_23': 1.9185698180048165, 'beta_24': 1.8657066686596793, 'beta_25': 0.8652040831357888, 'beta_26': -0.9736091377316145, 'beta_27': -1.122746265827033, 'beta_28': -0.415497272181214, 'beta_29': -1.9853700164401125, 'beta_30': 3.0775554107973453, 'beta_31': 2.9504733147041318, 'beta_32': -1.1116661171085334, 'beta_33': -1.7395670504756933, 'beta_34': 0.08998893370462333, 'beta_35': -1.7082959746914455, 'beta_36': 1.4571320425326668, 'beta_37': -1.6035184203559638, 'beta_38': -3.1283018194658814, 'beta_39': -1.1616815316160678, 'beta_40': 1.5485747802673009}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 08:52:57,330] Trial 129 finished with value: -30.739624960842495 and parameters: {'optimizer': 'COBYLA', 'reps': 42, 'gamma_0': -1.653836138817216, 'gamma_1': 0.08700158860322627, 'gamma_2': 1.3703137611298917, 'gamma_3': -2.3743728239381072, 'gamma_4': -3.136856437798187, 'gamma_5': -2.3463613622302693, 'gamma_6': 2.961445322995803, 'gamma_7': 1.688469694187254, 'gamma_8': -0.9555007209453676, 'gamma_9': 0.93749591886176, 'gamma_10': -0.6904789132597051, 'gamma_11': 2.175308667623249, 'gamma_12': -2.8158003650406203, 'gamma_13': -1.5075150755950348, 'gamma_14': -1.4625711153119951, 'gamma_15': -2.731114709475775, 'gamma_16': -0.7227749184270906, 'gamma_17': -1.0820587438645992, 'gamma_18': 2.2115823582505962, 'gamma_19': 1.1570205208642024, 'gamma_20': 2.7875881686225212, 'gamma_21': 0.3591541703742178, 'gamma_22': -1.7102280496042124, 'gamma_23': -2.4432513390375084, 'gamma_24': 0.7110604631943016, 'gamma_25': 1.1703313988550426, 'gamma_26': 0.43289701059246055, 'gamma_27': -1.025359833679149, 'gamma_28': -1.9795139794350656, 'gamma_29': 1.813839407049532, 'gamma_30': 1.349828865921887, 'gamma_31': -1.7678778982768606, 'gamma_32': 2.562484369201274, 'gamma_33': 2.168397094423567, 'gamma_34': -0.9154785344538265, 'gamma_35': -0.9431564142512591, 'gamma_36': -2.8707143608478307, 'gamma_37': -2.4457780455120757, 'gamma_38': -1.3065027466322148, 'gamma_39': 1.5097377449604228, 'gamma_40': -2.7928977612078523, 'gamma_41': -2.3853363364182285, 'beta_0': -1.5504213799551785, 'beta_1': 3.027447197901119, 'beta_2': 2.7084748733362374, 'beta_3': -1.633891762694045, 'beta_4': 0.38461141973744034, 'beta_5': 2.485138349197369, 'beta_6': -1.9291188970152433, 'beta_7': 2.848992268630701, 'beta_8': 2.518216586474841, 'beta_9': -1.5226460966383264, 'beta_10': -2.7789469425111055, 'beta_11': 0.830995288076792, 'beta_12': -0.04847988370305878, 'beta_13': -3.139592714589912, 'beta_14': 0.1568573884057177, 'beta_15': -2.8308710669516826, 'beta_16': -1.588233362920135, 'beta_17': -0.5247726504546296, 'beta_18': -2.323903453748718, 'beta_19': 3.0085531805395296, 'beta_20': 1.603089026961663, 'beta_21': -0.6792177177118153, 'beta_22': 1.4132664267711603, 'beta_23': 1.875477652455275, 'beta_24': 1.8747813945044163, 'beta_25': 0.8975461004149136, 'beta_26': -0.466366201322012, 'beta_27': -1.049465711975388, 'beta_28': 3.053688114489808, 'beta_29': 2.574991825068823, 'beta_30': -2.5570410043634886, 'beta_31': -0.051162398033665846, 'beta_32': -2.0827097921978863, 'beta_33': -1.5716472486057846, 'beta_34': 0.13462870810443228, 'beta_35': -1.6977136748457173, 'beta_36': 1.4432602682999425, 'beta_37': -1.5162978214123273, 'beta_38': -1.6458869409346069, 'beta_39': -1.023558332223018, 'beta_40': 1.7188337405597651, 'beta_41': 2.454081143839921}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 09:10:59,938] Trial 130 finished with value: -32.03125062559811 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -1.775172054928723, 'gamma_1': -0.22458858893187872, 'gamma_2': 1.5464820642099268, 'gamma_3': -1.9997758512242243, 'gamma_4': -2.04378952469027, 'gamma_5': -2.755168452322683, 'gamma_6': 3.0578267066138256, 'gamma_7': 2.328278761210238, 'gamma_8': -0.6973036182445083, 'gamma_9': 1.2284552392926134, 'gamma_10': -1.209524968336958, 'gamma_11': 2.6737583984598468, 'gamma_12': -2.6587792712707694, 'gamma_13': -1.185557170406443, 'gamma_14': -1.1170899130757719, 'gamma_15': -1.7540893456297442, 'gamma_16': -1.3192984331397426, 'gamma_17': -1.324325102876324, 'gamma_18': 1.7258571272796637, 'gamma_19': 0.796528595441481, 'gamma_20': 2.880819477530981, 'gamma_21': 0.17782288251338932, 'gamma_22': -1.6144946730197949, 'gamma_23': -2.0092962985260145, 'gamma_24': 0.44051781711052374, 'gamma_25': 1.3619509045161338, 'gamma_26': 0.8582651333125662, 'gamma_27': -0.9114422190929707, 'gamma_28': -1.8551522028831149, 'gamma_29': 1.6551222405523578, 'gamma_30': 2.042659565625023, 'gamma_31': -1.9180859396374639, 'gamma_32': 2.2332584892199496, 'gamma_33': 2.5745420191051656, 'gamma_34': -1.2242371908809788, 'gamma_35': -0.1068059098963059, 'gamma_36': -2.432405643305109, 'gamma_37': -2.84091486271799, 'gamma_38': -1.6221931602337754, 'gamma_39': 0.9549536924633018, 'gamma_40': -1.9368104990620028, 'beta_0': -1.7228903312219237, 'beta_1': 2.3268196417124556, 'beta_2': 3.121116179927938, 'beta_3': -2.3356604337507814, 'beta_4': 0.7389404888012178, 'beta_5': -1.0641560812435822, 'beta_6': -1.7391550589438372, 'beta_7': 2.4944075495565787, 'beta_8': 2.727718229368499, 'beta_9': -1.349925392478932, 'beta_10': -3.1287418725961436, 'beta_11': 0.2011686300579003, 'beta_12': -0.262553286066934, 'beta_13': -2.641480685510807, 'beta_14': 0.5572682944826473, 'beta_15': -1.9465028961052047, 'beta_16': -1.9266090721042115, 'beta_17': -0.8035126383513103, 'beta_18': -1.958801929530357, 'beta_19': 2.7416059972282327, 'beta_20': -2.0774333109055316, 'beta_21': 0.18666813788075376, 'beta_22': 1.3239273528190294, 'beta_23': 1.6350863379922873, 'beta_24': 1.5397300774569227, 'beta_25': 0.5914998848199522, 'beta_26': -1.1130067229870733, 'beta_27': -1.2045751318435172, 'beta_28': -0.8977421006794636, 'beta_29': 0.4453767509478457, 'beta_30': 1.5847499377214156, 'beta_31': 2.91140284450381, 'beta_32': -1.6713490506226512, 'beta_33': -1.9457883543730614, 'beta_34': -0.0996582773957877, 'beta_35': -2.365298116142262, 'beta_36': 1.2731483010742315, 'beta_37': -1.8381575351659445, 'beta_38': -3.1344025133789595, 'beta_39': -1.8903137486948043, 'beta_40': 2.7118360691435446}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 09:28:09,101] Trial 131 finished with value: -30.93325015173674 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': -1.5841000420797544, 'gamma_1': 0.19565668084604926, 'gamma_2': 0.8683598746348881, 'gamma_3': -2.1399338144039217, 'gamma_4': -1.6859547866149907, 'gamma_5': -2.474436306605872, 'gamma_6': 2.7954774986517754, 'gamma_7': 1.9778354422932576, 'gamma_8': -2.049088292759895, 'gamma_9': 0.8235758022272619, 'gamma_10': -1.0421748989641686, 'gamma_11': -0.5862909990473317, 'gamma_12': -2.4781426007799174, 'gamma_13': -1.3952463448088606, 'gamma_14': 0.032641002910340555, 'gamma_15': -2.495614281080602, 'gamma_16': -0.26485467447646666, 'gamma_17': -1.7795717740347388, 'gamma_18': 2.118717136496373, 'gamma_19': 1.5588582059646474, 'gamma_20': 2.3408328416676225, 'gamma_21': -0.015759745770114523, 'gamma_22': -1.8603097453708801, 'gamma_23': -2.3592330702206445, 'gamma_24': 1.0416706168908487, 'gamma_25': 0.8595893975931115, 'gamma_26': 0.6816178173434327, 'gamma_27': -1.1825865013321981, 'gamma_28': -1.6452150765457187, 'gamma_29': 1.8717543198674047, 'gamma_30': 1.6037147344443567, 'gamma_31': -1.681289188563806, 'gamma_32': 2.569539076798575, 'gamma_33': 1.660474549974708, 'gamma_34': -0.536553241116242, 'gamma_35': -1.1606186973215347, 'gamma_36': -2.8669389085465067, 'gamma_37': -2.1430180841019286, 'gamma_38': -2.678013385865393, 'beta_0': -1.473567464535527, 'beta_1': 2.556528759197938, 'beta_2': 2.975440607675025, 'beta_3': -2.2351339357474638, 'beta_4': 0.4732360744057942, 'beta_5': 2.041579524999957, 'beta_6': -1.2358432274854687, 'beta_7': 2.9616028792315063, 'beta_8': 2.3796000221918496, 'beta_9': -1.1528124414888068, 'beta_10': -2.598025327818196, 'beta_11': 0.7084171887900732, 'beta_12': 0.13136889860184867, 'beta_13': -2.484157358619907, 'beta_14': -0.1308257868717893, 'beta_15': -2.3262150986544405, 'beta_16': -1.7189233853969657, 'beta_17': -0.6892699809888732, 'beta_18': -1.4674088285146722, 'beta_19': 2.820908197291125, 'beta_20': -1.6414495382242218, 'beta_21': -0.24341703092091854, 'beta_22': 1.851949277613089, 'beta_23': 2.1907683276524907, 'beta_24': 1.3327056555780423, 'beta_25': 0.4872406420709248, 'beta_26': -0.889465888367458, 'beta_27': -1.4375485581116736, 'beta_28': 2.5158218566691093, 'beta_29': -2.585473330049135, 'beta_30': 2.7529593972312743, 'beta_31': 2.9812591942967543, 'beta_32': -1.0146902556952142, 'beta_33': -1.7449615429730567, 'beta_34': 0.3541325068972273, 'beta_35': -1.4337352073396918, 'beta_36': 1.7965702264409067, 'beta_37': -2.214675628323334, 'beta_38': -3.0790629795942195}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 09:44:25,325] Trial 132 finished with value: -31.893625190508278 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': -2.1368672224389, 'gamma_1': -0.3901212217212445, 'gamma_2': 1.0619133970427241, 'gamma_3': -2.945229522152774, 'gamma_4': -2.1087473469928613, 'gamma_5': -1.9785885538992423, 'gamma_6': 2.4708524066647675, 'gamma_7': 2.754753107907077, 'gamma_8': -2.5642464877024542, 'gamma_9': 0.315737504876339, 'gamma_10': -1.4045219685012538, 'gamma_11': 1.4917887657213067, 'gamma_12': -2.633875396706965, 'gamma_13': -0.9435309024177279, 'gamma_14': -0.6540171795948432, 'gamma_15': -2.190857426601089, 'gamma_16': -0.384999887535331, 'gamma_17': -1.5646859238461395, 'gamma_18': 1.9895506956258087, 'gamma_19': 1.0106681731851699, 'gamma_20': 3.1311327831546096, 'gamma_21': -0.2230266479788469, 'gamma_22': -0.6595849694344313, 'gamma_23': -1.8342612009719095, 'gamma_24': -2.031741319668049, 'gamma_25': 1.2506512343724372, 'gamma_26': 0.48977399775436914, 'gamma_27': -2.47411720895836, 'gamma_28': -1.4459402500927212, 'gamma_29': 2.325453262107628, 'gamma_30': 1.7252195558713816, 'gamma_31': -2.1025773304939297, 'gamma_32': 2.8380898645834343, 'gamma_33': 3.0369895932045154, 'gamma_34': -0.8185757585416866, 'gamma_35': -0.6796979393381722, 'gamma_36': -2.481038763047497, 'beta_0': -0.9637692593032864, 'beta_1': 2.658259812741186, 'beta_2': 2.7891421741962623, 'beta_3': -0.6865786645103932, 'beta_4': 0.2745469466418199, 'beta_5': 2.2705655354751797, 'beta_6': -1.44457860931871, 'beta_7': 2.743433146587286, 'beta_8': 2.4665241874427513, 'beta_9': -1.5784487478057503, 'beta_10': -2.8973625099078393, 'beta_11': 1.003817167189517, 'beta_12': 0.3072762691107115, 'beta_13': -2.988624391964338, 'beta_14': 0.33766047658643233, 'beta_15': -2.1896933146794564, 'beta_16': -1.463093350760785, 'beta_17': -0.48274594390967723, 'beta_18': -2.1530340966946415, 'beta_19': 2.971620839687356, 'beta_20': -2.462185265364261, 'beta_21': -0.5131403562530158, 'beta_22': 2.2435863113794445, 'beta_23': 1.9785106249886266, 'beta_24': 1.597331342724923, 'beta_25': 0.7929169505446714, 'beta_26': -0.9900295898086662, 'beta_27': -0.9767730516824356, 'beta_28': -0.44508957957309536, 'beta_29': -2.2083988499277902, 'beta_30': 1.1423786259805462, 'beta_31': 0.40538567188927993, 'beta_32': -1.1380084443426643, 'beta_33': -1.386310653737386, 'beta_34': 0.8685819847279195, 'beta_35': -2.0971175954309906, 'beta_36': 1.7091909732041308}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 10:01:55,735] Trial 133 finished with value: -31.382999961688725 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -1.2758654422844597, 'gamma_1': 0.44491886030429734, 'gamma_2': 1.309396746222322, 'gamma_3': -2.6931781240006907, 'gamma_4': -1.9457816792006917, 'gamma_5': -2.5468073497211927, 'gamma_6': 2.6563521604888223, 'gamma_7': 2.133471377509641, 'gamma_8': -1.1268673055469889, 'gamma_9': 0.6396130250440677, 'gamma_10': -0.9115317414788806, 'gamma_11': -0.9356714125862572, 'gamma_12': -2.980720390861511, 'gamma_13': -1.6389412925372153, 'gamma_14': -0.8868235377035263, 'gamma_15': -2.292966837711379, 'gamma_16': -1.480755496476561, 'gamma_17': -1.4479925984129556, 'gamma_18': 2.3018986710312057, 'gamma_19': 0.08149105718640226, 'gamma_20': 2.6148435812885147, 'gamma_21': -0.5492716070611533, 'gamma_22': -1.4623986349546083, 'gamma_23': -1.5942232380521364, 'gamma_24': -2.248183295074319, 'gamma_25': 1.1114546134727636, 'gamma_26': 0.7467508308944801, 'gamma_27': -1.2943650983111707, 'gamma_28': -2.132659663308939, 'gamma_29': 1.2933270827861312, 'gamma_30': 2.4290061746134857, 'gamma_31': -1.589654029169559, 'gamma_32': 3.0296128766835073, 'gamma_33': 1.0874903447438327, 'gamma_34': -0.09915812964130732, 'gamma_35': -1.3917732151315858, 'gamma_36': -2.2477594107821246, 'gamma_37': -2.721775109977574, 'gamma_38': -2.3466795215830816, 'gamma_39': 1.5298405915929782, 'beta_0': -1.334126960778179, 'beta_1': 2.9204404648829194, 'beta_2': 2.58427235982826, 'beta_3': -2.467141932785216, 'beta_4': 0.5536818064605515, 'beta_5': 1.570205717862607, 'beta_6': -1.7279858186539305, 'beta_7': 0.033756530878967655, 'beta_8': 1.9300880734654546, 'beta_9': -1.9666608193556545, 'beta_10': -2.393757022289748, 'beta_11': 1.333214291699013, 'beta_12': -0.4152546991173267, 'beta_13': -2.777093345564862, 'beta_14': -0.41753033161077546, 'beta_15': -2.865639197315084, 'beta_16': -1.2964601956934385, 'beta_17': -2.506376359309443, 'beta_18': -1.710652092699243, 'beta_19': 2.5970358629984194, 'beta_20': 1.8183330296857738, 'beta_21': -0.7643441610768114, 'beta_22': 1.6989060047940672, 'beta_23': 1.704322703445313, 'beta_24': -0.1870356774034947, 'beta_25': 0.148777380370224, 'beta_26': 2.83657588736855, 'beta_27': -1.8038723272851398, 'beta_28': -0.594287265975213, 'beta_29': -1.988091700583643, 'beta_30': 2.439864108013217, 'beta_31': 2.407882384679877, 'beta_32': -1.168681208388485, 'beta_33': -1.021217752957572, 'beta_34': 0.5463919365308854, 'beta_35': -1.1873808641005679, 'beta_36': 0.994483497067951, 'beta_37': -1.6594663476985052, 'beta_38': -2.078548513274488, 'beta_39': -1.2311757589608634}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 10:17:49,463] Trial 134 finished with value: -31.5921248723033 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': -1.062412665708177, 'gamma_1': -1.4288882533653426, 'gamma_2': 1.891413568814066, 'gamma_3': -2.2290507928395047, 'gamma_4': -2.9109889277934085, 'gamma_5': -2.1583809021528353, 'gamma_6': 3.109916378186434, 'gamma_7': 1.8909171004263217, 'gamma_8': -1.5145876402258047, 'gamma_9': 1.0408675937217264, 'gamma_10': -1.1570889410077907, 'gamma_11': -1.2782141618504945, 'gamma_12': -2.354257998745887, 'gamma_13': -0.7637885861276916, 'gamma_14': -0.2604385506442899, 'gamma_15': -2.596704326746984, 'gamma_16': -1.0243932812000311, 'gamma_17': -1.1441386585167057, 'gamma_18': 2.445682317731227, 'gamma_19': 0.6293987694888983, 'gamma_20': 2.4452578797518734, 'gamma_21': -0.47675160426013696, 'gamma_22': -2.135086161385984, 'gamma_23': -2.1285643394885083, 'gamma_24': 0.1946785388818545, 'gamma_25': 0.778407815962677, 'gamma_26': 0.9586552244164098, 'gamma_27': -0.7090632267017347, 'gamma_28': -1.093002447106793, 'gamma_29': 2.057404371768904, 'gamma_30': 2.145274040450089, 'gamma_31': -2.6570480455011665, 'gamma_32': 2.7065409557961138, 'gamma_33': 1.8684486854775506, 'gamma_34': -0.31658125129202597, 'gamma_35': -0.906914750991179, 'beta_0': -2.1358480624379075, 'beta_1': 2.452939391218925, 'beta_2': 2.293803310054681, 'beta_3': -1.4201122259355499, 'beta_4': -0.0008109900670561221, 'beta_5': 1.9840614119367577, 'beta_6': -1.6293971217457817, 'beta_7': 3.1352791339227424, 'beta_8': 2.3073285291291907, 'beta_9': -1.7549660164326566, 'beta_10': -2.6822756745841403, 'beta_11': 0.4186462467983688, 'beta_12': -0.1523320261141461, 'beta_13': 0.5724464243843619, 'beta_14': 0.03507321614503006, 'beta_15': -1.6704739681445067, 'beta_16': -2.280755767173002, 'beta_17': -0.9138705804009526, 'beta_18': -1.8975339734789212, 'beta_19': 3.100040081098621, 'beta_20': -1.8807027039631585, 'beta_21': -0.01602123859990459, 'beta_22': 1.5992945456509, 'beta_23': 2.109273048712987, 'beta_24': 0.36734607565658794, 'beta_25': 1.246391628927347, 'beta_26': -1.304138936430193, 'beta_27': -0.7308553286144354, 'beta_28': -1.0964844770506836, 'beta_29': 2.4074175170958316, 'beta_30': 3.036519289460577, 'beta_31': 0.5974876467805312, 'beta_32': -1.7105648637458712, 'beta_33': -1.4668792205078596, 'beta_34': 0.7520726189206903, 'beta_35': -0.4138500644601573}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 10:57:09,894] Trial 135 finished with value: -21.73312490077812 and parameters: {'optimizer': 'SPSA', 'reps': 43, 'gamma_0': -1.8563895384673166, 'gamma_1': 0.03409886861670075, 'gamma_2': 1.473693536604535, 'gamma_3': 0.020080731439517607, 'gamma_4': -2.2281316928433954, 'gamma_5': -2.683679902485188, 'gamma_6': -0.8208163506009087, 'gamma_7': 2.4891977218289107, 'gamma_8': -1.342804880278957, 'gamma_9': 0.4656661147595313, 'gamma_10': -1.7026832058374874, 'gamma_11': -1.0645210877230449, 'gamma_12': -2.7662503106095473, 'gamma_13': -1.1209306592829047, 'gamma_14': -1.2491477073840402, 'gamma_15': -2.0824686202629072, 'gamma_16': -1.2641638696847628, 'gamma_17': -2.1577983539614825, 'gamma_18': 2.8634500055676835, 'gamma_19': 0.465703266064881, 'gamma_20': 2.135672678511887, 'gamma_21': 0.49082444278954884, 'gamma_22': -1.9524388534940733, 'gamma_23': -1.371078953315432, 'gamma_24': -1.4806826460107336, 'gamma_25': 1.4243015880034635, 'gamma_26': 0.6187164425627586, 'gamma_27': -0.4876385751263012, 'gamma_28': -0.5526578897311625, 'gamma_29': 2.177078434533417, 'gamma_30': 2.2298951814137133, 'gamma_31': -1.904289908415968, 'gamma_32': 1.9807868910845259, 'gamma_33': 2.3334024126374926, 'gamma_34': 0.3473861397478582, 'gamma_35': -0.4139152543090005, 'gamma_36': -2.7279448067755583, 'gamma_37': -2.246640861588453, 'gamma_38': -2.121665986741868, 'gamma_39': 0.6489069354337982, 'gamma_40': -2.532087657309645, 'gamma_41': -0.941157312348559, 'gamma_42': 2.87556588561109, 'beta_0': -1.8847137562603216, 'beta_1': 3.1210554975333102, 'beta_2': 2.878230197010714, 'beta_3': -2.0538609784767297, 'beta_4': 0.1289284979876817, 'beta_5': 1.7591527477981812, 'beta_6': -0.9683559231829074, 'beta_7': 2.5963646014912527, 'beta_8': 2.1367341108756714, 'beta_9': -1.4181365983136054, 'beta_10': -3.028961588455114, 'beta_11': 1.141978884144403, 'beta_12': 0.4139206733342255, 'beta_13': -2.8840501469902833, 'beta_14': -0.14990112155528934, 'beta_15': -2.529475364448189, 'beta_16': -2.0404676385296536, 'beta_17': 0.07629521201573164, 'beta_18': -2.023769741801297, 'beta_19': 2.1578038027785804, 'beta_20': 1.6216237820353754, 'beta_21': -1.1192143690178242, 'beta_22': 1.9970088549387388, 'beta_23': 2.2924435723792445, 'beta_24': 3.0631179046198573, 'beta_25': 0.9905299785387262, 'beta_26': -0.6659127311808613, 'beta_27': -1.5257285932477025, 'beta_28': -0.7135662204180987, 'beta_29': -2.4026178809500705, 'beta_30': 3.141099790127037, 'beta_31': 0.9839200534317109, 'beta_32': -0.9111114550509047, 'beta_33': -1.698555491571727, 'beta_34': 1.268453500625133, 'beta_35': -2.571704156451093, 'beta_36': 1.5706047086462998, 'beta_37': -1.3999413547301924, 'beta_38': -1.801400780360613, 'beta_39': -0.6778341995909465, 'beta_40': 1.1806495706485107, 'beta_41': -1.3278495108362467, 'beta_42': -2.2799442560277585}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 11:14:46,113] Trial 136 finished with value: -31.845249923869165 and parameters: {'optimizer': 'COBYLA', 'reps': 40, 'gamma_0': -1.475075714869279, 'gamma_1': -0.9290145170272159, 'gamma_2': 1.225359740006746, 'gamma_3': -2.040348808236392, 'gamma_4': -2.5446573844695255, 'gamma_5': -0.5160860869650804, 'gamma_6': 2.966378711417037, 'gamma_7': 1.8251172067164905, 'gamma_8': -2.1994534219075685, 'gamma_9': 0.21898530218683693, 'gamma_10': -1.3887897568731535, 'gamma_11': -0.7275794557972469, 'gamma_12': -2.537695492132869, 'gamma_13': -1.9630066173485978, 'gamma_14': 0.4987369385601697, 'gamma_15': -2.3912520217234237, 'gamma_16': -1.915585337747986, 'gamma_17': -0.8647214529065512, 'gamma_18': 1.841134438335945, 'gamma_19': -2.7516470761827336, 'gamma_20': 2.3412996906015326, 'gamma_21': -0.0036008599379858675, 'gamma_22': -2.2914695654279864, 'gamma_23': -1.7086756166570458, 'gamma_24': 0.04462181354362382, 'gamma_25': 0.9824892823446489, 'gamma_26': 0.2826597979919358, 'gamma_27': -1.9245378643175652, 'gamma_28': -1.7816021336826067, 'gamma_29': 1.7034351498699212, 'gamma_30': 2.7885397373914262, 'gamma_31': -2.360349893613353, 'gamma_32': 1.799183588343602, 'gamma_33': 1.3110805868955155, 'gamma_34': -0.5746435978481468, 'gamma_35': -0.7561767031719637, 'gamma_36': -2.020706129431092, 'gamma_37': -1.9945596941839419, 'gamma_38': -3.0234442593224773, 'gamma_39': 0.08531308959203332, 'beta_0': -1.7737213338645046, 'beta_1': 2.6788868281608167, 'beta_2': 2.6752114184926556, 'beta_3': -1.8594572116153238, 'beta_4': 1.0126276405998336, 'beta_5': 2.2122013295739906, 'beta_6': -1.9926233273863105, 'beta_7': 0.27287499763133666, 'beta_8': 2.5974200716272042, 'beta_9': -2.156511111882165, 'beta_10': -3.140063588732621, 'beta_11': 0.8124949238746446, 'beta_12': 0.4810939811772335, 'beta_13': -2.628813526973827, 'beta_14': -0.26257488713653754, 'beta_15': -0.4963166016289523, 'beta_16': -1.0310741271518646, 'beta_17': -2.2594777639510175, 'beta_18': -1.115726253551692, 'beta_19': 2.2998087668134817, 'beta_20': -2.7007122175884555, 'beta_21': -0.5559892564521436, 'beta_22': 1.248479929437598, 'beta_23': 1.8804759491708913, 'beta_24': 1.7180546675226365, 'beta_25': -0.1665185327608356, 'beta_26': -0.24659627596448724, 'beta_27': -2.0917636937381663, 'beta_28': -0.3241926458635792, 'beta_29': -0.17135831179237293, 'beta_30': -2.2249464470357503, 'beta_31': 0.7769687968742431, 'beta_32': -0.7749794162224743, 'beta_33': -2.218880690698691, 'beta_34': 2.3270249752738095, 'beta_35': -0.7068377071710605, 'beta_36': 1.940722382720806, 'beta_37': 2.9997610979650093, 'beta_38': -1.5182942503037289, 'beta_39': -1.9742054422279425}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 11:32:41,568] Trial 137 finished with value: -31.916375336539776 and parameters: {'optimizer': 'COBYLA', 'reps': 41, 'gamma_0': -0.8886145435733757, 'gamma_1': -0.652131270599101, 'gamma_2': 1.6721081500682426, 'gamma_3': -1.8785393217435962, 'gamma_4': -1.826357067835548, 'gamma_5': -0.6948642991928662, 'gamma_6': 2.38089206665801, 'gamma_7': 1.0597774744552622, 'gamma_8': -1.2490908509017418, 'gamma_9': 0.7309684935554334, 'gamma_10': -1.3002051025211394, 'gamma_11': -0.3970700155451466, 'gamma_12': -2.905133653640981, 'gamma_13': -1.2971402184715943, 'gamma_14': -0.5857429142702901, 'gamma_15': -1.8914247520672087, 'gamma_16': -0.7990735981079846, 'gamma_17': -1.205901537600972, 'gamma_18': 1.4466456215463948, 'gamma_19': -3.048254479892418, 'gamma_20': -2.6817821663742665, 'gamma_21': 0.3183232182010583, 'gamma_22': -1.1944298173743544, 'gamma_23': -3.0548902915267577, 'gamma_24': 0.642128716710126, 'gamma_25': 1.3068643804312647, 'gamma_26': 2.937629218688049, 'gamma_27': -2.7907246989085532, 'gamma_28': -1.6262856367612832, 'gamma_29': 0.8092800243784567, 'gamma_30': 2.396222582667585, 'gamma_31': -2.962505231276878, 'gamma_32': 2.2690550150714586, 'gamma_33': 2.772633290748128, 'gamma_34': -1.0840470877148238, 'gamma_35': -1.307606514296707, 'gamma_36': -3.021732424200123, 'gamma_37': -0.3287528142581485, 'gamma_38': -1.9414798802400899, 'gamma_39': 2.2542441593869884, 'gamma_40': -0.8937198047746082, 'beta_0': 0.6544990716970828, 'beta_1': 2.824344693346413, 'beta_2': 2.467364819736184, 'beta_3': -1.2290943883136554, 'beta_4': 0.647145418643373, 'beta_5': 1.9299288700863881, 'beta_6': -1.1951676920489498, 'beta_7': 2.885271458066009, 'beta_8': 3.071695470058168, 'beta_9': -1.2983324855275467, 'beta_10': -2.811791098126179, 'beta_11': 0.6383608417402356, 'beta_12': 0.19449585476420353, 'beta_13': -3.068251848296253, 'beta_14': -0.5927803230365626, 'beta_15': -2.4955467599120906, 'beta_16': -2.573258034521161, 'beta_17': -0.4523925208447018, 'beta_18': -2.2760781977182845, 'beta_19': 2.483208711733756, 'beta_20': -2.2458213211054883, 'beta_21': -0.8534314627548236, 'beta_22': 2.4161619920393913, 'beta_23': 1.4919129909603974, 'beta_24': 0.7383032511317702, 'beta_25': 0.39818732635274984, 'beta_26': 2.2772994877330026, 'beta_27': -1.3544984739960855, 'beta_28': 2.27911922654654, 'beta_29': 2.0549352151308167, 'beta_30': 1.4149678559279986, 'beta_31': 2.788014081292238, 'beta_32': -1.9714866815015537, 'beta_33': -1.625512077489989, 'beta_34': -0.1613603461331311, 'beta_35': -3.0298397374014465, 'beta_36': 2.193216802526124, 'beta_37': -1.1586868332073812, 'beta_38': -2.4035596004785713, 'beta_39': -0.23931776254722187, 'beta_40': 0.8690406758289004}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 11:49:43,000] Trial 138 finished with value: -31.4612499214188 and parameters: {'optimizer': 'COBYLA', 'reps': 39, 'gamma_0': 1.2320387632714145, 'gamma_1': -1.276358158967501, 'gamma_2': 0.41891670319347357, 'gamma_3': -2.449258890991269, 'gamma_4': -1.9985054431505496, 'gamma_5': -0.39591561179864476, 'gamma_6': 2.7383602357037233, 'gamma_7': 2.288995081089578, 'gamma_8': -1.5932433427716663, 'gamma_9': 0.5735252890026502, 'gamma_10': -0.4471559979356743, 'gamma_11': -0.196328845502389, 'gamma_12': -2.25677565467661, 'gamma_13': 1.1012479749166542, 'gamma_14': -1.9804555871089475, 'gamma_15': -2.6722217286147325, 'gamma_16': -2.235336662572806, 'gamma_17': 2.759891863746278, 'gamma_18': 1.7152479938370788, 'gamma_19': 1.4265104049446566, 'gamma_20': 1.9199478891275454, 'gamma_21': 0.26948940356920736, 'gamma_22': -1.5809030987052646, 'gamma_23': -2.7200244195275087, 'gamma_24': -2.6945896582040065, 'gamma_25': 1.1353818650346397, 'gamma_26': 1.0937206893523006, 'gamma_27': -0.8194716289036224, 'gamma_28': -2.321285641663434, 'gamma_29': 1.463384294450325, 'gamma_30': 1.7858013338049155, 'gamma_31': -2.4893149501683234, 'gamma_32': 2.4911995933133553, 'gamma_33': 2.066696535665087, 'gamma_34': -0.3178992967361616, 'gamma_35': -1.5126139561957481, 'gamma_36': -2.2628809237468093, 'gamma_37': -2.488026634003935, 'gamma_38': 3.125579987158191, 'beta_0': -1.2342457309207013, 'beta_1': 3.133287553504162, 'beta_2': 3.0335268862156353, 'beta_3': -2.359322292544336, 'beta_4': 0.28867022937992715, 'beta_5': 1.232643874959395, 'beta_6': -1.568963064475499, 'beta_7': 2.701250030584576, 'beta_8': 1.661199365534956, 'beta_9': -1.0693521282788683, 'beta_10': -2.1649029799225437, 'beta_11': 1.399137110725548, 'beta_12': 0.6030824644079743, 'beta_13': -2.3139937139793467, 'beta_14': 0.2630168668673169, 'beta_15': -1.802731217036573, 'beta_16': -0.5704641649352774, 'beta_17': -2.845459527721488, 'beta_18': -1.722295791682667, 'beta_19': 2.697957604915388, 'beta_20': 1.348649989088786, 'beta_21': -1.5383993458700547, 'beta_22': 1.4944471138790418, 'beta_23': 1.2726312697301028, 'beta_24': 2.0673633374384806, 'beta_25': 0.6261192669817333, 'beta_26': -0.7948743963690066, 'beta_27': -1.1955101070351306, 'beta_28': -0.18730186290713308, 'beta_29': 1.811054178104186, 'beta_30': -0.358260656982595, 'beta_31': 3.137808515615335, 'beta_32': -1.9112497910977344, 'beta_33': -1.9487355050949708, 'beta_34': -0.5082462970853866, 'beta_35': -1.7803199386044573, 'beta_36': 1.46743174607259, 'beta_37': -1.8989425913354412, 'beta_38': -2.7970422656674363}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 11:57:03,849] Trial 139 finished with value: -30.221624882932897 and parameters: {'optimizer': 'COBYLA', 'reps': 20, 'gamma_0': -1.9728197329323627, 'gamma_1': 0.22891132014930438, 'gamma_2': 1.014928883644549, 'gamma_3': -0.3956068387622167, 'gamma_4': -2.368922625995363, 'gamma_5': -2.8604438794155693, 'gamma_6': -0.6374911036445826, 'gamma_7': 0.7651716187439408, 'gamma_8': -1.9994130155660712, 'gamma_9': 0.8530678506044971, 'gamma_10': -1.5077009451060355, 'gamma_11': -0.5575371936008535, 'gamma_12': -3.1205656995093234, 'gamma_13': -1.761726552803724, 'gamma_14': -0.17462083779462817, 'gamma_15': -1.6187188354863273, 'gamma_16': -0.815997355732077, 'gamma_17': -1.67144259391527, 'gamma_18': 1.9730832356507175, 'gamma_19': -2.1177550084819714, 'beta_0': -1.425237713228636, 'beta_1': 2.3195722598058675, 'beta_2': 3.1359130669127455, 'beta_3': -1.6953321041711942, 'beta_4': 0.8466228575036989, 'beta_5': 2.625667637997026, 'beta_6': -1.8439192099538069, 'beta_7': 2.8000015364431197, 'beta_8': 2.808780116830423, 'beta_9': -0.8216860915137263, 'beta_10': -2.5980940436662, 'beta_11': 0.9839330655175803, 'beta_12': 2.107656547993881, 'beta_13': -2.7362430489527947, 'beta_14': -0.37628192245551545, 'beta_15': -2.289402738537426, 'beta_16': -2.170778894113307, 'beta_17': -2.7731763183109193, 'beta_18': -2.6140546757720586, 'beta_19': 2.075065187331799}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 12:13:33,020] Trial 140 finished with value: -31.641626325331682 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': -0.6048925470086561, 'gamma_1': -0.4222720966029052, 'gamma_2': 2.0259249787401274, 'gamma_3': -1.677019710785807, 'gamma_4': -1.8944088102081225, 'gamma_5': -0.04810175801798927, 'gamma_6': 1.98689293640594, 'gamma_7': -0.4915631229280857, 'gamma_8': -0.7973643808989634, 'gamma_9': -2.254433822355873, 'gamma_10': -0.5585807823479847, 'gamma_11': 1.8657093838816206, 'gamma_12': -2.704677404061429, 'gamma_13': -1.4455865685163043, 'gamma_14': -2.491847544042178, 'gamma_15': 2.346813499526973, 'gamma_16': -1.7584793852721357, 'gamma_17': -1.4870643064897553, 'gamma_18': 2.2724889248265594, 'gamma_19': 0.9432921789904272, 'gamma_20': -2.2241808851756932, 'gamma_21': 0.6060789509775104, 'gamma_22': -0.38480894933240295, 'gamma_23': -2.2069063252820054, 'gamma_24': 1.1735009540489356, 'gamma_25': 0.6910265531561093, 'gamma_26': 0.42843291802523087, 'gamma_27': -0.6597358618587563, 'gamma_28': -1.262501806059325, 'gamma_29': 1.5393446837268425, 'gamma_30': 3.0711857534281712, 'gamma_31': -1.5079786761576612, 'gamma_32': 2.7959839386926406, 'gamma_33': 2.540761985494243, 'gamma_34': -1.5896003969074428, 'gamma_35': -1.1283723016963934, 'gamma_36': -3.133642933441296, 'beta_0': -2.2126184681585714, 'beta_1': 2.171117957029911, 'beta_2': 2.7006267812972347, 'beta_3': -2.1676886890083824, 'beta_4': 0.40008772889252964, 'beta_5': 1.4902970065871393, 'beta_6': -1.4116408215100384, 'beta_7': -0.7706184850589295, 'beta_8': 2.229971280900353, 'beta_9': -1.6338073673653728, 'beta_10': -2.331587618323589, 'beta_11': 1.2141146461235541, 'beta_12': 0.07333542811272953, 'beta_13': 0.823081057410215, 'beta_14': 0.09798691711516999, 'beta_15': -2.0210586649657594, 'beta_16': -2.388122505097954, 'beta_17': -1.035780445607596, 'beta_18': 2.473402253408194, 'beta_19': 2.891840809820436, 'beta_20': -2.108228906715503, 'beta_21': -0.42134364921703654, 'beta_22': 2.0954136363206723, 'beta_23': 0.973034583688431, 'beta_24': 2.758641158315232, 'beta_25': 0.8800039709720209, 'beta_26': -3.096099875831229, 'beta_27': -0.9296085261929482, 'beta_28': 2.755479949245825, 'beta_29': -1.7523010647294908, 'beta_30': 0.39572826468193295, 'beta_31': 2.5664767978813448, 'beta_32': -1.5921605674404686, 'beta_33': 1.0737083334561648, 'beta_34': 0.09119267312516133, 'beta_35': -0.9378064222534006, 'beta_36': 1.3117128558014988}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 12:28:46,622] Trial 141 finished with value: -31.68837478300682 and parameters: {'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': 0.2884777052486708, 'gamma_1': 0.5410215394606023, 'gamma_2': 1.2084829657510467, 'gamma_3': -1.8554268440118395, 'gamma_4': -2.150148309050055, 'gamma_5': -0.7919125061588737, 'gamma_6': 1.8458339504971293, 'gamma_7': -1.219451240585808, 'gamma_8': -0.9920389384970415, 'gamma_9': -0.1350858862029825, 'gamma_10': -0.9593975584675462, 'gamma_11': -0.3505635710716979, 'gamma_12': -2.444448084227429, 'gamma_13': -1.532771190930782, 'gamma_14': 1.9216073199327808, 'gamma_15': -2.254486670530725, 'gamma_16': -0.1219644228649802, 'gamma_17': -0.5117517204371242, 'gamma_18': 2.5710427259951016, 'gamma_19': -1.253889541501911, 'gamma_20': 2.893626088480279, 'gamma_21': 0.12123841424976245, 'gamma_22': -1.3863496699170335, 'gamma_23': -1.9997458544794755, 'gamma_24': 0.8334778110848328, 'gamma_25': 0.46115612045654897, 'gamma_26': 0.10837123167272295, 'gamma_27': -0.3344375837542837, 'gamma_28': -0.9234101781559938, 'gamma_29': 1.874993284010274, 'gamma_30': 2.644641699106251, 'gamma_31': -1.283360645783933, 'gamma_32': 3.1078929876575656, 'beta_0': -1.1102717889646418, 'beta_1': 2.4850651399373893, 'beta_2': 2.579910007098383, 'beta_3': -2.600023233521779, 'beta_4': -0.07543305534591804, 'beta_5': 1.632975478957357, 'beta_6': 2.599733286529553, 'beta_7': 1.059750898546706, 'beta_8': 2.870684372479774, 'beta_9': -0.16088744190773718, 'beta_10': -2.704601020879233, 'beta_11': 0.916196228404973, 'beta_12': 0.7562712086317145, 'beta_13': -2.86768388065247, 'beta_14': -0.7589107971838384, 'beta_15': -2.686644991491505, 'beta_16': -2.6626432364058155, 'beta_17': 0.9225000704963642, 'beta_18': -2.48583803422157, 'beta_19': 2.25504544991851, 'beta_20': 1.69534369999794, 'beta_21': -1.9678142559065788, 'beta_22': 1.7815923199194288, 'beta_23': 2.4383957265074834, 'beta_24': 1.3971349321894302, 'beta_25': 0.27016850352870525, 'beta_26': -2.1739451262486935, 'beta_27': 0.64976693756986, 'beta_28': -0.06543668051915208, 'beta_29': 2.7083945014613215, 'beta_30': -2.096738705345485, 'beta_31': 1.4252669889775533, 'beta_32': 0.9703020666518459}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 12:45:26,206] Trial 142 finished with value: -32.33312648703786 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': 0.06911444210854734, 'gamma_1': 0.8532738434859208, 'gamma_2': 0.6935687192980824, 'gamma_3': -1.5038847075487145, 'gamma_4': 2.253516679866434, 'gamma_5': -0.8936253328583511, 'gamma_6': 2.2730749603543816, 'gamma_7': -0.8321978410306123, 'gamma_8': 0.22884742548233955, 'gamma_9': 0.13742899275731635, 'gamma_10': -1.1335916434937612, 'gamma_11': -0.8160767108894119, 'gamma_12': -2.3224204458955646, 'gamma_13': -2.289606718831115, 'gamma_14': 2.4420816264938665, 'gamma_15': -2.0431230895214396, 'gamma_16': -0.5436494276850641, 'gamma_17': 2.3354508265836387, 'gamma_18': 3.028209748853243, 'gamma_19': -1.5944518534571377, 'gamma_20': 2.6810550563566475, 'gamma_21': -2.8117164346924888, 'gamma_22': -0.9939861813906873, 'gamma_23': -2.232815904242656, 'gamma_24': -1.9613722233438267, 'gamma_25': 0.8854071439265201, 'gamma_26': 0.529183233604594, 'gamma_27': -0.20741523201829576, 'gamma_28': -0.8196663938486375, 'gamma_29': 1.7536960226731577, 'gamma_30': 2.5214846183632678, 'gamma_31': -1.7633986782415652, 'gamma_32': -1.9772456787325896, 'gamma_33': 1.4777326924570813, 'gamma_34': 0.056577961518170794, 'gamma_35': -0.21727861956210195, 'beta_0': -0.9627539631298487, 'beta_1': 2.571470776369632, 'beta_2': 2.80471167741383, 'beta_3': -2.9456039515303063, 'beta_4': 0.17304288977548687, 'beta_5': 1.8522297673476487, 'beta_6': 3.125691291956982, 'beta_7': 0.8822866200983551, 'beta_8': 3.130200764428883, 'beta_9': -0.6979290945028445, 'beta_10': -2.5474534685224874, 'beta_11': 0.538834324652423, 'beta_12': 0.9995713885814677, 'beta_13': -2.5087659198996874, 'beta_14': -0.4992165593908672, 'beta_15': -2.7248565443394352, 'beta_16': -2.796320730308946, 'beta_17': 0.7157715689546398, 'beta_18': -2.403995058635757, 'beta_19': -2.1541855528708465, 'beta_20': 0.892402543541224, 'beta_21': -2.57516825356075, 'beta_22': 1.7477599333323692, 'beta_23': 2.6591193288835435, 'beta_24': 1.5223153073180065, 'beta_25': 0.43814341614559693, 'beta_26': -2.3005232835672436, 'beta_27': 1.0052609841955829, 'beta_28': -0.3992517174649318, 'beta_29': 3.013800282525302, 'beta_30': -1.7817733382313112, 'beta_31': 2.2424197307058438, 'beta_32': -3.0499333224627785, 'beta_33': 1.6632540132180769, 'beta_34': 2.7709992202545837, 'beta_35': -1.302357357347635}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 13:02:54,378] Trial 143 finished with value: -32.52275107099068 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 0.9005649602790908, 'gamma_1': -0.09031678194455232, 'gamma_2': 0.6280088732188764, 'gamma_3': -1.45302695766835, 'gamma_4': 2.2154715950118713, 'gamma_5': -1.1120399363598492, 'gamma_6': 2.4943696081056306, 'gamma_7': -0.7042651863991818, 'gamma_8': 0.6847172209563016, 'gamma_9': 0.2001176144670525, 'gamma_10': -1.1545729581868391, 'gamma_11': -0.7552815840485575, 'gamma_12': 1.3322703157712366, 'gamma_13': -0.8747124119895215, 'gamma_14': 2.5680799078421255, 'gamma_15': -1.9740613310153758, 'gamma_16': -0.49610011076074084, 'gamma_17': 2.5498155793517787, 'gamma_18': 2.9165000266078906, 'gamma_19': 1.1870202224536859, 'gamma_20': 2.6930719594580523, 'gamma_21': -3.0053088603535905, 'gamma_22': -0.9745532505542824, 'gamma_23': -2.4585475001308232, 'gamma_24': -1.703381700940553, 'gamma_25': 0.9029765513932577, 'gamma_26': 0.5422863916847219, 'gamma_27': 3.127783052671024, 'gamma_28': -0.8039699845775533, 'gamma_29': 1.7212273409476846, 'gamma_30': 2.300565061037602, 'gamma_31': -1.8822807449898102, 'gamma_32': -2.1623033874778197, 'gamma_33': 1.494763000775754, 'gamma_34': -0.029124168375206205, 'gamma_35': 0.15716154246265457, 'gamma_36': -2.615452882298138, 'gamma_37': -1.6929787879979648, 'beta_0': -0.9948869716516775, 'beta_1': 2.765896866368566, 'beta_2': 2.901574646190192, 'beta_3': -2.979891746283012, 'beta_4': 0.175506912977006, 'beta_5': 2.1399473086844103, 'beta_6': 2.8336383256955924, 'beta_7': 0.8621993097889296, 'beta_8': 3.1247132520896947, 'beta_9': -0.6651911348201279, 'beta_10': -2.918189874896706, 'beta_11': 0.522920323202656, 'beta_12': 0.9208425569369725, 'beta_13': -2.520581983127718, 'beta_14': -0.4580413770648014, 'beta_15': -2.8227172993548053, 'beta_16': -3.0292727014816068, 'beta_17': -3.00397045296881, 'beta_18': -2.1366176365180154, 'beta_19': -2.110002262171748, 'beta_20': 0.803401828301459, 'beta_21': -2.792821392794786, 'beta_22': 1.9371915869273784, 'beta_23': 2.71163887825036, 'beta_24': 1.9136478207732721, 'beta_25': 0.736017473828242, 'beta_26': -2.508908685519024, 'beta_27': -1.706392781477243, 'beta_28': -0.43299378345083567, 'beta_29': 3.1324105625937726, 'beta_30': -1.8975344456515937, 'beta_31': 2.049946851583269, 'beta_32': -3.004123282394427, 'beta_33': 1.6864271782894378, 'beta_34': 2.8399120867900294, 'beta_35': -1.3174927369802787, 'beta_36': 2.4084984665549767, 'beta_37': -2.105916679308309}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 13:19:24,302] Trial 144 finished with value: -31.66749994041691 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': -0.19633341059386195, 'gamma_1': -0.0998002334521314, 'gamma_2': 0.6740678751075107, 'gamma_3': -1.4775521829244584, 'gamma_4': 2.242757216833016, 'gamma_5': -1.1592641440924885, 'gamma_6': 2.610435971491288, 'gamma_7': -0.6300429977264689, 'gamma_8': 0.7150277536198615, 'gamma_9': 1.5737280728357588, 'gamma_10': -0.774334750583893, 'gamma_11': -0.8387305773875884, 'gamma_12': 0.3300341352863296, 'gamma_13': -2.246551188514398, 'gamma_14': 2.604027791645954, 'gamma_15': -2.046724335938329, 'gamma_16': -0.5985755108369311, 'gamma_17': 2.5851974401707247, 'gamma_18': 3.0921432960932034, 'gamma_19': 1.2377598280166902, 'gamma_20': 2.6679628661920596, 'gamma_21': -2.919837911020972, 'gamma_22': -1.0515040782137566, 'gamma_23': -2.4444977146724143, 'gamma_24': -1.7039308151458974, 'gamma_25': 0.9861501842571865, 'gamma_26': -0.2514936155673273, 'gamma_27': 3.0805288825098103, 'gamma_28': -0.7641563106968773, 'gamma_29': 1.7193122288701714, 'gamma_30': 2.2934067844136834, 'gamma_31': -1.8551890600139331, 'gamma_32': -2.201596191546566, 'gamma_33': 1.461471771745712, 'gamma_34': 0.11100976092165976, 'gamma_35': 0.577749565773739, 'beta_0': -0.933551714466135, 'beta_1': 2.783039075374967, 'beta_2': 2.8642079686483255, 'beta_3': -2.9480409168004837, 'beta_4': 0.5374717942815066, 'beta_5': 2.1388874496490877, 'beta_6': 2.818256846921625, 'beta_7': 0.9049809185555334, 'beta_8': 3.1275292983128677, 'beta_9': -0.6325327403477212, 'beta_10': -3.0013270233909513, 'beta_11': 0.3217397843650009, 'beta_12': 0.9720151732540812, 'beta_13': -2.490166723060681, 'beta_14': -0.4702864858286359, 'beta_15': -3.0978581205402884, 'beta_16': -3.003307191057032, 'beta_17': -3.0354958598021495, 'beta_18': 0.7805951119382737, 'beta_19': -2.172338482266498, 'beta_20': 0.8070288696106892, 'beta_21': -1.116968181272993, 'beta_22': 1.9277777611335405, 'beta_23': 2.804543898161951, 'beta_24': 1.8511173832845995, 'beta_25': 0.6760921672542584, 'beta_26': -2.515122318977684, 'beta_27': -0.857388302280165, 'beta_28': -0.4646624080394478, 'beta_29': 3.117049138319693, 'beta_30': -1.864284605170842, 'beta_31': 1.9447539985221378, 'beta_32': -2.9441782077332865, 'beta_33': 1.6474278117437853, 'beta_34': 2.8585928171157358, 'beta_35': -1.2627750297170952}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 13:36:42,765] Trial 145 finished with value: -32.23500018324218 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 0.9328273302244428, 'gamma_1': 0.01325266699516961, 'gamma_2': 0.2538655031786792, 'gamma_3': -1.541206367233824, 'gamma_4': 2.3146396987543456, 'gamma_5': -1.3258008056624162, 'gamma_6': 2.5074411936716006, 'gamma_7': 0.2509559365851761, 'gamma_8': 1.047976156210044, 'gamma_9': 0.3358638468020321, 'gamma_10': -1.1813632507483671, 'gamma_11': -1.108963627581568, 'gamma_12': 1.413446068671075, 'gamma_13': -0.8009073527733558, 'gamma_14': -0.9543651872132939, 'gamma_15': -1.8964954242020609, 'gamma_16': -0.45071606599289127, 'gamma_17': 2.2451501081972993, 'gamma_18': 2.708873424908253, 'gamma_19': 1.8117913965240866, 'gamma_20': 2.7584300163022952, 'gamma_21': -3.0173518653273614, 'gamma_22': -0.9513097586488353, 'gamma_23': -2.6194943427453654, 'gamma_24': -2.0522314446165706, 'gamma_25': 0.8304630371702268, 'gamma_26': 0.8553257024367422, 'gamma_27': 2.816693658868759, 'gamma_28': -0.355583667873509, 'gamma_29': 1.9387351683356446, 'gamma_30': 1.9799999769367003, 'gamma_31': -2.0525485288807563, 'gamma_32': -2.0298038147246977, 'gamma_33': 1.6777450210560436, 'gamma_34': 0.21332809799095398, 'gamma_35': 0.13039305004356583, 'gamma_36': -2.883984607157766, 'gamma_37': -1.303938769213946, 'beta_0': -0.7678893209634854, 'beta_1': 2.9695154455872426, 'beta_2': 2.8234193791538305, 'beta_3': -2.726253138758517, 'beta_4': -1.6318657984191982, 'beta_5': 2.3595195315319506, 'beta_6': 2.716687575156074, 'beta_7': 2.5182266474706325, 'beta_8': 3.005614831217042, 'beta_9': -0.5194615954028322, 'beta_10': -2.9145672721593257, 'beta_11': 0.5625428434784543, 'beta_12': 0.9021144014548517, 'beta_13': -2.0535265454381393, 'beta_14': -0.5994478139920981, 'beta_15': -2.7468166255653528, 'beta_16': -2.7776924947590858, 'beta_17': -0.3896748204522755, 'beta_18': -2.1309608691623922, 'beta_19': -2.6232837920935372, 'beta_20': 0.9418818381684515, 'beta_21': -2.828451656525694, 'beta_22': 1.6394362036538646, 'beta_23': 2.6270792743529885, 'beta_24': 1.9715989759900288, 'beta_25': 0.789917915986057, 'beta_26': -2.887456119664803, 'beta_27': -1.6821940521387857, 'beta_28': -0.7335646058294616, 'beta_29': 2.994335892511195, 'beta_30': -1.7571604347071372, 'beta_31': 2.2498353473576014, 'beta_32': -3.038442917039698, 'beta_33': -1.1317649284575608, 'beta_34': -0.841592607154761, 'beta_35': -0.8110147788616539, 'beta_36': 2.594888985350779, 'beta_37': -2.104241371502376}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 13:53:59,089] Trial 146 finished with value: -31.95449997324453 and parameters: {'optimizer': 'COBYLA', 'reps': 38, 'gamma_0': 0.9433942687145227, 'gamma_1': -0.017507280796790592, 'gamma_2': 0.5501877620042852, 'gamma_3': -1.217300314054806, 'gamma_4': 2.3345923327738216, 'gamma_5': -0.931916660611747, 'gamma_6': 2.5099773459476094, 'gamma_7': 0.16151601859071407, 'gamma_8': 1.0449222279238957, 'gamma_9': 0.29988712722216854, 'gamma_10': -1.2391171214754562, 'gamma_11': -1.460334301474999, 'gamma_12': 1.472972763380925, 'gamma_13': -0.8242887031634832, 'gamma_14': -0.9634720759892992, 'gamma_15': -1.8211317712896697, 'gamma_16': -0.4821057506214112, 'gamma_17': 2.2976431516203144, 'gamma_18': 2.8805601468857223, 'gamma_19': 1.9010233577634, 'gamma_20': 2.780785920672699, 'gamma_21': -2.9185671705112988, 'gamma_22': -0.8963600329030444, 'gamma_23': -2.911657255886922, 'gamma_24': -2.0623361502833286, 'gamma_25': 1.4778077605646143, 'gamma_26': 0.5423737053036177, 'gamma_27': -0.5860598586172792, 'gamma_28': -0.3701974785674428, 'gamma_29': 1.1469651209754175, 'gamma_30': 1.9279414082409618, 'gamma_31': -1.7475010779856046, 'gamma_32': -2.3399193446167814, 'gamma_33': 1.5185299647554014, 'gamma_34': 0.29451270779895367, 'gamma_35': 0.11209495911186218, 'gamma_36': -2.525242916635201, 'gamma_37': -1.6514466548282756, 'beta_0': -1.0221587786155595, 'beta_1': 3.0298742054146377, 'beta_2': 2.9835544070428632, 'beta_3': -3.035798244072499, 'beta_4': -2.2863384778757574, 'beta_5': 2.4716952046599125, 'beta_6': 2.9134472068576693, 'beta_7': 2.3063647789379615, 'beta_8': 2.9894613111159423, 'beta_9': -0.29201656512111035, 'beta_10': -2.4682902081339835, 'beta_11': 0.05299857872775382, 'beta_12': 1.0344339134143494, 'beta_13': -2.102148877928964, 'beta_14': -0.5790439266598072, 'beta_15': -2.965582845768778, 'beta_16': 0.7814744421275657, 'beta_17': -0.3405031363504065, 'beta_18': -2.1491644754187695, 'beta_19': -2.7110935632972097, 'beta_20': 0.9969964801746928, 'beta_21': -1.762496715759502, 'beta_22': 1.697520190087919, 'beta_23': 3.140804126412041, 'beta_24': 1.5624736541856388, 'beta_25': 0.5313758682419885, 'beta_26': -2.8588890881175777, 'beta_27': -1.6841877116060027, 'beta_28': -0.8559329339789786, 'beta_29': 3.0368030223485083, 'beta_30': -1.5836287397283844, 'beta_31': 2.1431400890127836, 'beta_32': -2.6100446963131807, 'beta_33': -1.0764773577423496, 'beta_34': -0.7862237197943447, 'beta_35': -1.0682861197696796, 'beta_36': 2.597220526738354, 'beta_37': -1.606375849965792}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 14:09:57,339] Trial 147 finished with value: -31.778999844974862 and parameters: {'optimizer': 'COBYLA', 'reps': 35, 'gamma_0': 0.627033951201589, 'gamma_1': -0.17943904956586998, 'gamma_2': 0.09970439290698455, 'gamma_3': -1.6167054059357975, 'gamma_4': 2.3844066063001383, 'gamma_5': -1.3865336987951011, 'gamma_6': 2.334261753208217, 'gamma_7': 0.24268164870768866, 'gamma_8': 1.1452046399485472, 'gamma_9': 0.12391552657079351, 'gamma_10': -0.9261855996425352, 'gamma_11': -1.1654123763021587, 'gamma_12': 1.1278255640822565, 'gamma_13': -2.575218248354908, 'gamma_14': -1.3179606841277804, 'gamma_15': -1.7086960065268424, 'gamma_16': -0.29597617147303923, 'gamma_17': 2.138297388430008, 'gamma_18': 2.6746630185419082, 'gamma_19': 1.738350427167617, 'gamma_20': 3.0223111578830752, 'gamma_21': -2.998884515867775, 'gamma_22': -0.6969647410032862, 'gamma_23': -2.6191944075094296, 'gamma_24': -1.9039212074043503, 'gamma_25': 1.211423295639104, 'gamma_26': 0.7686658309595202, 'gamma_27': 2.843821031153331, 'gamma_28': -0.49193554693173847, 'gamma_29': 2.099782135122708, 'gamma_30': 2.1037132491357595, 'gamma_31': -1.9788431218197853, 'gamma_32': -1.975875092256932, 'gamma_33': 1.9006541275319033, 'gamma_34': 0.45723373320633, 'beta_0': -0.699007419978859, 'beta_1': 2.913175975920263, 'beta_2': 2.7925811988389704, 'beta_3': -3.13216401497891, 'beta_4': -1.9570814480910133, 'beta_5': 2.2786433836971014, 'beta_6': 3.1232760969370137, 'beta_7': 2.510006640153507, 'beta_8': 3.138525052194952, 'beta_9': -0.45235321563353315, 'beta_10': -2.9167207691162127, 'beta_11': 0.4776139574482084, 'beta_12': 0.8423138024884003, 'beta_13': -2.349327971382555, 'beta_14': -1.0188624356295175, 'beta_15': -2.6877931402981656, 'beta_16': -2.502484872191185, 'beta_17': -0.036308493753165916, 'beta_18': -2.032800045546769, 'beta_19': -1.643108938697442, 'beta_20': 0.6325678176040829, 'beta_21': -2.805131737984607, 'beta_22': 2.3200070760204206, 'beta_23': 2.6575863205529213, 'beta_24': 1.7973456014234863, 'beta_25': 0.7475969055905485, 'beta_26': -2.692103563312707, 'beta_27': -1.0743312822999314, 'beta_28': -0.7182965260438601, 'beta_29': 2.8311870331286744, 'beta_30': -1.9821316599937597, 'beta_31': 2.668275771493154, 'beta_32': -3.0007248862362847, 'beta_33': 1.903184300522302, 'beta_34': 2.618145676469995}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 14:26:48,032] Trial 148 finished with value: -31.21700009456113 and parameters: {'optimizer': 'COBYLA', 'reps': 37, 'gamma_0': 1.0027933621393212, 'gamma_1': 0.2539137446973354, 'gamma_2': 0.19982860896997612, 'gamma_3': -1.2969506913363182, 'gamma_4': 2.0271191538145663, 'gamma_5': -0.6711067980697725, 'gamma_6': 2.2795302278690883, 'gamma_7': 0.05806682644671057, 'gamma_8': 0.9020754776891349, 'gamma_9': 0.29331341520628734, 'gamma_10': -2.3011294241990363, 'gamma_11': -1.0492246170036756, 'gamma_12': 1.608989545744357, 'gamma_13': -2.886972258002645, 'gamma_14': -3.136973528277149, 'gamma_15': -1.9680130078743983, 'gamma_16': -0.8881507270494156, 'gamma_17': 2.380823998894313, 'gamma_18': 2.977847965083596, 'gamma_19': 2.2202439779929133, 'gamma_20': 2.4954147042328185, 'gamma_21': -2.3351231502351117, 'gamma_22': -0.5058707949688261, 'gamma_23': -2.3528436202348004, 'gamma_24': -2.253894877202729, 'gamma_25': -1.9566283938046962, 'gamma_26': 0.954917913144965, 'gamma_27': 2.863512846547175, 'gamma_28': -0.7386413760856074, 'gamma_29': 1.9797602327964618, 'gamma_30': 2.490624819896336, 'gamma_31': -1.6309867573855124, 'gamma_32': -2.070100804873316, 'gamma_33': 2.2687325422208455, 'gamma_34': 0.035322333665401204, 'gamma_35': 0.34164223633240653, 'gamma_36': -2.888714654185887, 'beta_0': -1.5634859190991701, 'beta_1': 2.7216087439326775, 'beta_2': 2.920200378930506, 'beta_3': -2.4332639029741747, 'beta_4': 0.1431113662273839, 'beta_5': 2.8162267353951855, 'beta_6': 2.709870672388908, 'beta_7': -0.9986020575562855, 'beta_8': 2.7172328228919027, 'beta_9': -0.8097730457298826, 'beta_10': -2.7661758987766847, 'beta_11': 0.5367198827152102, 'beta_12': 0.6106564334905036, 'beta_13': -2.580014082492323, 'beta_14': -0.3216805539617144, 'beta_15': -2.7755219762840926, 'beta_16': -2.028248051237787, 'beta_17': 0.2104377955133273, 'beta_18': -2.380904358422151, 'beta_19': -2.8136893819155664, 'beta_20': 1.156879905014732, 'beta_21': -0.3256946005607009, 'beta_22': 2.11148482581165, 'beta_23': 2.8958582243424122, 'beta_24': 1.9179334170249118, 'beta_25': 0.4841339445114821, 'beta_26': -3.007857818541076, 'beta_27': -1.4269929324444255, 'beta_28': -0.37583001146870854, 'beta_29': 2.8933956020067826, 'beta_30': -2.232585612988713, 'beta_31': 2.3530684566206626, 'beta_32': -2.7843813440070786, 'beta_33': -1.311257108539724, 'beta_34': -1.3654524130255545, 'beta_35': -1.5588433396806973, 'beta_36': 2.503359884774137}. Best is trial 62 with value: -32.94699982786656.
[I 2021-08-07 14:42:41,419] Trial 149 finished with value: -31.082374999636052 and parameters: {'optimizer': 'COBYLA', 'reps': 36, 'gamma_0': 0.5211712374779283, 'gamma_1': 0.04809033595501781, 'gamma_2': 0.8117940198252023, 'gamma_3': -1.397150004373188, 'gamma_4': 2.187435505626976, 'gamma_5': -1.1165427722307744, 'gamma_6': 2.496777462116919, 'gamma_7': -0.8198540113883798, 'gamma_8': 1.687705349102861, 'gamma_9': 0.4100063745012432, 'gamma_10': -1.9421674125100061, 'gamma_11': 0.932691857776501, 'gamma_12': 1.3099981387090922, 'gamma_13': -1.0990650425965927, 'gamma_14': -0.734791255912111, 'gamma_15': -1.5518563958750569, 'gamma_16': -0.38187819238622944, 'gamma_17': 2.237709978409093, 'gamma_18': 2.4674650924442325, 'gamma_19': 1.179779315951687, 'gamma_20': 2.7321105079001993, 'gamma_21': -2.552105761200472, 'gamma_22': -0.9942507567840667, 'gamma_23': -2.7162601017524612, 'gamma_24': -1.5907818060365497, 'gamma_25': 0.7703386625189791, 'gamma_26': 1.259888089067623, 'gamma_27': 2.4676843563856385, 'gamma_28': -1.1463246237517852, 'gamma_29': 1.6127572084311952, 'gamma_30': 2.011040568788961, 'gamma_31': -2.2423137634287835, 'gamma_32': -1.9126031892634865, 'gamma_33': 1.7259923726354294, 'gamma_34': -0.7695938574054129, 'gamma_35': -0.17265768080107718, 'beta_0': -1.222120787196689, 'beta_1': 2.584892125799119, 'beta_2': 2.7398831750268133, 'beta_3': -2.7441168866457084, 'beta_4': -1.6606992435277177, 'beta_5': 2.3732532374733317, 'beta_6': -2.1769358428126138, 'beta_7': 1.115992190139076, 'beta_8': 2.8246605767841855, 'beta_9': -0.6740653030668449, 'beta_10': -2.583802718421601, 'beta_11': 0.5953258167052478, 'beta_12': 1.3159073192576167, 'beta_13': 0.4232585610513351, 'beta_14': -0.6573063337519259, 'beta_15': -2.3888813407587435, 'beta_16': -2.837975386289503, 'beta_17': 0.43246956211693444, 'beta_18': -2.8663830516320923, 'beta_19': -1.9931202019822896, 'beta_20': 0.9226244383254645, 'beta_21': -2.6194467810533397, 'beta_22': 1.8608855643951252, 'beta_23': 2.990808823893697, 'beta_24': 2.0399571364981113, 'beta_25': 0.8635142498669425, 'beta_26': -2.7938659899107567, 'beta_27': -0.5875975120636934, 'beta_28': -0.22813904850479394, 'beta_29': -0.5754886137697699, 'beta_30': -1.2891532954465594, 'beta_31': 2.0663452122551837, 'beta_32': -3.047006047091924, 'beta_33': -0.7242718623277745, 'beta_34': -1.1346676493125876, 'beta_35': -1.3025326200648257}. Best is trial 62 with value: -32.94699982786656.

print(study.best_trial)

FrozenTrial(number=62, values=[-32.94699982786656], datetime_start=datetime.datetime(2021, 8, 6, 10, 39, 18, 142997), datetime_complete=datetime.datetime(2021, 8, 6, 10, 54, 9, 232587), params={'optimizer': 'COBYLA', 'reps': 33, 'gamma_0': 0.43593265191156627, 'gamma_1': -1.1332829875039523, 'gamma_2': 2.0686066632878752, 'gamma_3': -1.8069398639768592, 'gamma_4': 2.1791247623017993, 'gamma_5': -0.9487503465163007, 'gamma_6': 2.2533346607740214, 'gamma_7': -0.7366856730051006, 'gamma_8': -0.16523866199992865, 'gamma_9': -0.003046038770491047, 'gamma_10': 0.5536719547624405, 'gamma_11': -0.4360099103473135, 'gamma_12': -2.5960319634796782, 'gamma_13': -1.1291291453348924, 'gamma_14': 2.6024139874275, 'gamma_15': -1.9748523550175645, 'gamma_16': 2.932039884868331, 'gamma_17': 2.8866977954119477, 'gamma_18': 2.754698954396173, 'gamma_19': -1.4909208190528243, 'gamma_20': 2.4091829059159253, 'gamma_21': 0.24592507910234118, 'gamma_22': -0.9907225811722045, 'gamma_23': -1.8055796627124951, 'gamma_24': -2.3301863201562676, 'gamma_25': 1.0332166797106448, 'gamma_26': 0.8676236479552629, 'gamma_27': -0.7633014464856964, 'gamma_28': -1.4827389067108172, 'gamma_29': 1.0314134535645567, 'gamma_30': 2.3877361844686193, 'gamma_31': -1.7085399353502209, 'gamma_32': 2.5613764318167416, 'beta_0': -0.5733557673754305, 'beta_1': 2.448263190966146, 'beta_2': 3.0880831075902035, 'beta_3': -3.1360239163075243, 'beta_4': 0.6745449408371952, 'beta_5': 1.5193409548204364, 'beta_6': -1.6014154349520968, 'beta_7': 1.3326862130687884, 'beta_8': 3.1409241451527636, 'beta_9': -0.628573392882187, 'beta_10': -2.953810687470591, 'beta_11': 0.9078326670133006, 'beta_12': 0.7596400477040832, 'beta_13': -2.80326247017291, 'beta_14': -0.1822339012483915, 'beta_15': -2.544335796266878, 'beta_16': -2.81899009039792, 'beta_17': 0.33032372024627854, 'beta_18': -1.3803617731186146, 'beta_19': 2.662955175383515, 'beta_20': -0.39270094574015835, 'beta_21': -2.1819910901781254, 'beta_22': 2.082890013682609, 'beta_23': 2.828785543586299, 'beta_24': 1.9465363922220176, 'beta_25': 0.6630569086139854, 'beta_26': -2.9392686957351986, 'beta_27': -0.09966190518026163, 'beta_28': 2.6450589150834993, 'beta_29': 1.7811208060988155, 'beta_30': -2.2927487138721903, 'beta_31': 3.0889389075206113, 'beta_32': -2.4506063214288067}, distributions={'optimizer': CategoricalDistribution(choices=('SPSA', 'QN-SPSA', 'COBYLA')), 'reps': IntUniformDistribution(high=50, low=1, step=1), 'gamma_0': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_1': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_2': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_3': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_4': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_5': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_6': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_7': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_8': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_9': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_10': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_11': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_12': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_13': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_14': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_15': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_16': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_17': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_18': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_19': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_20': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_21': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_22': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_23': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_24': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_25': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_26': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_27': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_28': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_29': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_30': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_31': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'gamma_32': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_0': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_1': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_2': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_3': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_4': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_5': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_6': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_7': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_8': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_9': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_10': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_11': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_12': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_13': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_14': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_15': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_16': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_17': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_18': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_19': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_20': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_21': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_22': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_23': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_24': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_25': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_26': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_27': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_28': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_29': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_30': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_31': UniformDistribution(high=3.141592653589793, low=-3.141592653589793), 'beta_32': UniformDistribution(high=3.141592653589793, low=-3.141592653589793)}, user_attrs={'best': [-32.94699982786656, optimal function value: -35.0
optimal value: [0. 1. 0. 1. 0.]
status: SUCCESS, array([ 0.42540007, -1.1897061 ,  2.0378915 , -0.77379744,  2.1601273 ,
       -0.9504709 ,  2.25662768, -0.73256944,  0.82952477,  0.2066471 ,
        0.42950812, -0.45428205, -2.52174511, -1.1551705 ,  2.57680455,
       -1.97770019,  2.92147799,  2.89181341,  2.73185141, -1.5038086 ,
        2.40399231,  0.23485604, -0.99382457, -1.70334007, -2.39778438,
        1.00382935,  0.88530102, -0.75570822, -1.46299649,  1.00709493,
        2.4073784 , -1.71227599,  2.54296383, -0.59457959,  2.41803383,
        3.1150517 , -3.12782542,  0.7407658 ,  1.49826018, -1.58718074,
        1.3339797 ,  3.1479364 , -0.62831975, -2.9576556 ,  0.89861977,
        0.76584096, -2.79002698, -0.19243803, -2.54506407, -1.83563448,
        0.32114908, -1.38290166,  2.66738913, -0.40160307, -2.16960279,
        2.07802337,  2.91047885,  1.83695734,  0.69859061, -2.9036875 ,
       -0.10760219,  2.64443933,  1.79253846, -2.27292493,  3.08154742,
       -2.4538353 ]), 'COBYLA']}, system_attrs={}, intermediate_values={}, trial_id=62, state=TrialState.COMPLETE, value=None)

fig = optuna.visualization.plot_optimization_history(study)
fig.show()

mean, result, optimal_params, optimizer_name = study.user_attrs["best"]
print(f"Optimizer: {optimizer_name}")
print(f"Optimal Parameters: {optimal_params}")

Optimizer: COBYLA
Optimal Parameters: [ 0.42540007 -1.1897061   2.0378915  -0.77379744  2.1601273  -0.9504709
  2.25662768 -0.73256944  0.82952477  0.2066471   0.42950812 -0.45428205
 -2.52174511 -1.1551705   2.57680455 -1.97770019  2.92147799  2.89181341
  2.73185141 -1.5038086   2.40399231  0.23485604 -0.99382457 -1.70334007
 -2.39778438  1.00382935  0.88530102 -0.75570822 -1.46299649  1.00709493
  2.4073784  -1.71227599  2.54296383 -0.59457959  2.41803383  3.1150517
 -3.12782542  0.7407658   1.49826018 -1.58718074  1.3339797   3.1479364
 -0.62831975 -2.9576556   0.89861977  0.76584096 -2.79002698 -0.19243803
 -2.54506407 -1.83563448  0.32114908 -1.38290166  2.66738913 -0.40160307
 -2.16960279  2.07802337  2.91047885  1.83695734  0.69859061 -2.9036875
 -0.10760219  2.64443933  1.79253846 -2.27292493  3.08154742 -2.4538353 ]

max_cut.draw(result)

mean, distribution = max_cut.analyse(result, print_output=True)
max_cut.plot_histogram(distribution, mean)

optimal function value: -35.0
optimal value: [0. 1. 0. 1. 0.]
status: SUCCESS
Number of samples (30) is too large to display. Skip.
Expectation Value: -32.94699982786656
Highest Exp.Value: 0 with 0.0015 %
Lowest Exp.Value: -35 with 0.403 %
Highest Probability: -35 with 0.403 %
Ratio r: 0.9413428522247589
MSE: 198.13742109260315
RMSE: 14.076129478397219

import qiskit.tools.jupyter
%qiskit_version_table

/home/hm-tlacherm/.local/lib/python3.8/site-packages/qiskit/aqua/__init__.py:86: DeprecationWarning:

The package qiskit.aqua is deprecated. It was moved/refactored to qiskit-terra For more information see <https://github.com/Qiskit/qiskit-aqua/blob/main/README.md#migration-guide>

Version Information

Qiskit Software	Version
qiskit-terra	0.18.1
qiskit-aer	0.8.2
qiskit-ignis	0.6.0
qiskit-ibmq-provider	0.16.0
qiskit-aqua	0.9.4
qiskit	0.29.0
qiskit-nature	0.1.5
qiskit-optimization	0.2.1
System information
Python	3.8.6 (default, Jan 22 2021, 11:41:28) [GCC 8.4.1 20200928 (Red Hat 8.4.1-1)]
OS	Linux
CPUs	192
Memory (Gb)	6046.015735626221
Sat Aug 07 14:42:42 2021 CEST

import mitiq
mitiq.about()

Mitiq: A Python toolkit for implementing error mitigation on quantum computers
==============================================================================
Authored by: Mitiq team, 2020 & later (https://github.com/unitaryfund/mitiq)

Mitiq Version:	0.9.3

Core Dependencies
-----------------
Cirq Version:	0.10.0
NumPy Version:	1.20.3
SciPy Version:	1.4.1

Optional Dependencies
---------------------
PyQuil Version:	Not installed
Qiskit Version:	0.29.0
Braket Version:	Not installed

Python Version:	3.8.6
Platform Info:	Linux (x86_64)